Assignment3JMT

library(RBootcamp)
library(dplyr)

## 
## Attaching package: 'dplyr'

## The following objects are masked from 'package:stats':
## 
##     filter, lag

## The following objects are masked from 'package:base':
## 
##     intersect, setdiff, setequal, union

library(DataExplorer)
library(rpart)
library(rattle)

## Loading required package: tibble

## Loading required package: bitops

## Rattle: A free graphical interface for data science with R.
## Version 5.5.1 Copyright (c) 2006-2021 Togaware Pty Ltd.
## Type 'rattle()' to shake, rattle, and roll your data.

library(rpart.plot)
library(PASWR)

## Loading required package: lattice

library(ROCR)
library(rpart)
library(caret)

## Loading required package: ggplot2

introduce(ames)

##   rows columns discrete_columns continuous_columns all_missing_columns
## 1 2930      81               46                 35                   0
##   total_missing_values complete_rows total_observations memory_usage
## 1                    0          2930             237330      1146920

df <- ames

Cleaning the data

df %>% plot_intro()

# Identify the factor variables
factor_vars <- names(df)[sapply(df, is.factor)]

# Loop over each factor variable
for (i in factor_vars) {
  # Calculate the frequency of each category
  freq_table <- table(df[[i]])
  
  # Identify categories with less than 10 observations
  small_cats <- names(freq_table)[freq_table < 10]
  
  # Print the variable name and small categories, if any
  if (length(small_cats) > 0) {
    df <- df[!df[[i]] %in% small_cats, ]
    cat(sprintf("Variable '%s' has small categories: %s\n", i, paste(small_cats, collapse = ", ")))
  }
}

## Variable 'MS_SubClass' has small categories: One_Story_with_Finished_Attic_All_Ages, One_and_Half_Story_PUD_All_Ages
## Variable 'MS_Zoning' has small categories: A_agr, I_all
## Variable 'Utilities' has small categories: NoSeWa, NoSewr
## Variable 'Neighborhood' has small categories: Greens, Green_Hills, Landmark, Hayden_Lake
## Variable 'Condition_1' has small categories: RRNe, RRNn
## Variable 'Condition_2' has small categories: Artery, PosA, PosN, RRAe, RRAn, RRNn
## Variable 'House_Style' has small categories: Two_and_Half_Fin
## Variable 'Overall_Qual' has small categories: Very_Poor
## Variable 'Overall_Cond' has small categories: Very_Poor, Poor, Very_Excellent
## Variable 'Roof_Style' has small categories: Shed
## Variable 'Roof_Matl' has small categories: ClyTile, Membran, Metal, Roll, WdShake, WdShngl
## Variable 'Exterior_1st' has small categories: AsphShn, BrkComm, CBlock, ImStucc, PreCast, Stone
## Variable 'Exterior_2nd' has small categories: AsphShn, CBlock, Other, PreCast, Stone
## Variable 'Mas_Vnr_Type' has small categories: CBlock
## Variable 'Exter_Cond' has small categories: Poor
## Variable 'Foundation' has small categories: Wood
## Variable 'Bsmt_Qual' has small categories: Poor
## Variable 'Bsmt_Cond' has small categories: Excellent, Poor
## Variable 'Heating' has small categories: Floor, Grav, OthW, Wall
## Variable 'Heating_QC' has small categories: Poor
## Variable 'Electrical' has small categories: FuseP, Mix, Unknown
## Variable 'Kitchen_Qual' has small categories: Poor
## Variable 'Functional' has small categories: Maj2, Sal, Sev
## Variable 'Garage_Qual' has small categories: Excellent, Poor
## Variable 'Garage_Cond' has small categories: Excellent, Poor
## Variable 'Pool_QC' has small categories: Excellent, Fair, Good, Typical
## Variable 'Misc_Feature' has small categories: Elev, Gar2, Othr, TenC
## Variable 'Sale_Type' has small categories: Con, ConLI, ConLw, Oth, VWD

1. Binary price Ex Convert Sale_Price to a binary variable, Ex = 1 if the Sale_Price is higher than 75% percentile (3rd quartile)

classquartile <- quantile(df$Sale_Price, 0.75)

Ex <-ifelse(df$Sale_Price > classquartile, 1, 0)
newdata <- cbind(df, Ex)
newdata <- newdata[, -79]
#newdata1 <- newdata %>% select_if(~nlevels(.) <=  10)

You will predict Ex. You will compare CART, Bagging, and the LPM model as your benchmark evaluating the ML models.

# split the data into training and testing sets using a 90-10 ratio
set.seed(132)
dataah <- sample(nrow(newdata), 0.9 * nrow(newdata), replace = FALSE)
train <- newdata[dataah,]
test <- newdata[-dataah,]


# model selection and evaluation using bootstrapping
n <- 30
B = 30
auc_results <- matrix(NA, nrow = n, ncol = 2)

for (i in 1:n) {
  # sample with replacement from the training set
  set.seed(258)
  boot_index <- sample(nrow(train), nrow(train), replace = TRUE)
  boot_data <- train[boot_index,]
    
  # CART model
    cart_model <- rpart(Ex ~ ., data = boot_data)
    cart_pred <- predict(cart_model, newdata = test)
    auc_ROCR <-
      performance(prediction(cart_pred, test$Ex), measure = "auc")
    auc_results[i, 1] <- auc_ROCR@y.values[[1]]
    
    
    # Bagging model
    phat <- matrix(0, nrow(test), B) #container
    boot_trees <- list()
    for (j in 1:B) {
      boot_sample <- sample(nrow(boot_data), replace = TRUE)
      tr <- train[boot_sample, ]
      boot_tree <- rpart(Ex ~ ., data = tr, method = "class")
      phat[, j] <- predict(boot_tree, test, type = "prob")[, 2]
      boot_trees[[j]] <- boot_tree
    }
    
    ## auc_results[i, 2] <- auc(test$Ex, bagging_pred)
  
    
  phatB <- apply(phat, 1, mean)  
  #AUC
  pred_rocr2 <- prediction(phatB, test$Ex)
  auc_ROCR <- performance(pred_rocr2, measure = "auc")
  auc_results[i, 2] <- auc_ROCR@y.values[[1]]
  
  
}

  # calculate the mean and standard deviation of AUC for each model
  auc_mean <- apply(auc_results, 2, mean)
  auc_sd <- apply(auc_results, 2, sd)
  auc_mean

## [1] 0.9432003 0.9714339

  plot(auc_mean)

  auc_sd

## [1] 0 0

# plot the results
barplot(auc_mean, ylim = c(0.5, 1), ylab = "AUC", col = c("red", "green", "blue"))
arrows(x0 = 1:3, y0 = auc_mean - auc_sd, y1 = auc_mean + auc_sd, code = 3, angle = 90, length = 0.1)

## Warning in arrows(x0 = 1:3, y0 = auc_mean - auc_sd, y1 = auc_mean + auc_sd, :
## zero-length arrow is of indeterminate angle and so skipped

## Warning in arrows(x0 = 1:3, y0 = auc_mean - auc_sd, y1 = auc_mean + auc_sd, :
## zero-length arrow is of indeterminate angle and so skipped

## Warning in arrows(x0 = 1:3, y0 = auc_mean - auc_sd, y1 = auc_mean + auc_sd, :
## zero-length arrow is of indeterminate angle and so skipped

legend("topright", c("CART", "Bagging", "LPM"), fill = c("red", "green", "blue"))

Now LPM

AUC<-c()
inddd <- sample(nrow(newdata), nrow(newdata) * 0.9)
traiin <- newdata[inddd,]
testtt <- newdata[-inddd,]
sapply(newdata, function(x) length(unique(x)))

##        MS_SubClass          MS_Zoning       Lot_Frontage           Lot_Area 
##                 14                  5                125               1829 
##             Street              Alley          Lot_Shape       Land_Contour 
##                  2                  3                  4                  4 
##          Utilities         Lot_Config         Land_Slope       Neighborhood 
##                  1                  5                  3                 25 
##        Condition_1        Condition_2          Bldg_Type        House_Style 
##                  7                  2                  5                  7 
##       Overall_Qual       Overall_Cond         Year_Built     Year_Remod_Add 
##                  9                  7                114                 61 
##         Roof_Style          Roof_Matl       Exterior_1st       Exterior_2nd 
##                  5                  2                 10                 12 
##       Mas_Vnr_Type       Mas_Vnr_Area         Exter_Qual         Exter_Cond 
##                  4                436                  4                  4 
##         Foundation          Bsmt_Qual          Bsmt_Cond      Bsmt_Exposure 
##                  5                  5                  4                  5 
##     BsmtFin_Type_1       BsmtFin_SF_1     BsmtFin_Type_2       BsmtFin_SF_2 
##                  7                  7                  7                249 
##        Bsmt_Unf_SF      Total_Bsmt_SF            Heating         Heating_QC 
##               1105               1010                  2                  4 
##        Central_Air         Electrical       First_Flr_SF      Second_Flr_SF 
##                  2                  3               1032                597 
##    Low_Qual_Fin_SF        Gr_Liv_Area     Bsmt_Full_Bath     Bsmt_Half_Bath 
##                 20               1215                  4                  3 
##          Full_Bath          Half_Bath      Bedroom_AbvGr      Kitchen_AbvGr 
##                  5                  3                  7                  4 
##       Kitchen_Qual      TotRms_AbvGrd         Functional         Fireplaces 
##                  4                 11                  5                  4 
##       Fireplace_Qu        Garage_Type      Garage_Finish        Garage_Cars 
##                  6                  7                  4                  6 
##        Garage_Area        Garage_Qual        Garage_Cond        Paved_Drive 
##                580                  4                  4                  3 
##       Wood_Deck_SF      Open_Porch_SF     Enclosed_Porch Three_season_porch 
##                363                241                167                 25 
##       Screen_Porch          Pool_Area            Pool_QC              Fence 
##                112                  1                  1                  5 
##       Misc_Feature           Misc_Val            Mo_Sold          Year_Sold 
##                  2                 28                 12                  5 
##          Sale_Type     Sale_Condition          Longitude           Latitude 
##                  5                  6               2566               2554 
##                 Ex 
##                  2

lm_vars <- names(which(sapply(newdata, function(x) length(unique(x))) > 1))
lm_model <- lm(Ex ~ ., data = traiin[, lm_vars])

for (i in 1:100){
  set.seed(i*3)
  inddd <- sample(nrow(newdata), nrow(newdata) * 0.9)
  traiin <- newdata[inddd,]
  testtt <- newdata[-inddd,]
  
  for(j in 1:100){
    
    ind2lpm <- unique(sample(nrow(traiin), nrow(traiin), replace = TRUE))
      trlpm <- traiin[ind2lpm,]
      vallpm <- traiin[-ind2lpm,]
      
    set.seed(j*10)
    
    pred_lm <- predict(lm_model, newdata = trlpm, type = "response")
    
    pred_lm_binary <- ifelse(pred_lm >= 0.5, 1, 0)
    
    dt_model <- rpart(Ex ~ ., data = traiin, method = "class")
    
    
    pred_dt <- predict(dt_model, newdata = testtt, type = "prob")
    
    
    phatB <- apply(pred_dt, 1, mean)  
    #AUC
    pred_rocr <- prediction(phatB, testtt$Ex)
    auc_ROCR <- performance(pred_rocr, measure = "auc")
    AUC[i] <- auc_ROCR@y.values[[1]]
    
    
}
}

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
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## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
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## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
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## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
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## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
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## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
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## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
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## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
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## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
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## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
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## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
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## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
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## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
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## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
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## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
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## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
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## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
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## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
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## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
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## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
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## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
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## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
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## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
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## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
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## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
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## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
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## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
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## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
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## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
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## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
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## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
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## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
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## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
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## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
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## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
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## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
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## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
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## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
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## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
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## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
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## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
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## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
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## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
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## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
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## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
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## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
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## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
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## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
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## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
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## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
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## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
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## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
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## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
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## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
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## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
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## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
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## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
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## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
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## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
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## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
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## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
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## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
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## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
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## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
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## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
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## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
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## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
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## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
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## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
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## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
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## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
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## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
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## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
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## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
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## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
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## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
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## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
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## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
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## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
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## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
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## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_model, newdata = trlpm, type = "response"): prediction
## from a rank-deficient fit may be misleading

mean(AUC)

## [1] 0.5121118

AUC

##   [1] 0.5081023 0.5130937 0.1728783 0.8433350 0.5000000 0.5000000 0.2236674
##   [8] 0.5065034 0.5000000 0.4947688 0.8820826 0.4726002 0.5000000 0.4982250
##  [15] 0.5265700 0.5000000 0.5000000 0.8854733 0.2416654 0.5000000 0.5000000
##  [22] 0.5000000 0.4561620 0.8276721 0.9065850 0.4947539 0.8887946 0.1322789
##  [29] 0.5000000 0.5024631 0.2092254 0.6166453 0.2338089 0.8782458 0.8585834
##  [36] 0.2343855 0.4657684 0.5000000 0.1963042 0.4838798 0.5000000 0.8835055
##  [43] 0.1544842 0.8759793 0.5407521 0.5000000 0.4923858 0.4991785 0.5013618
##  [50] 0.5049020 0.1133803 0.4915254 0.5167022 0.5000000 0.7094276 0.8767016
##  [57] 0.5129234 0.4949883 0.5045238 0.4822725 0.4906977 0.3992645 0.4828673
##  [64] 0.5322404 0.8610865 0.5000000 0.5000000 0.8179221 0.2486099 0.5200408
##  [71] 0.2428521 0.4565032 0.4813667 0.4587870 0.5000000 0.8533366 0.2151178
##  [78] 0.1688846 0.8852694 0.5753587 0.5000000 0.5000000 0.8745653 0.5000000
##  [85] 0.1822040 0.2142254 0.5051020 0.5000000 0.4591777 0.1735132 0.4447615
##  [92] 0.8778533 0.5000000 0.5000000 0.4978571 0.5000000 0.5201229 0.4923077
##  [99] 0.4967202 0.4730513

plot(AUC, col = "green")

2. REGRESSION # Q. 2 REGRESSION

df

##                                    MS_SubClass                    MS_Zoning
## 1          One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 2          One_Story_1946_and_Newer_All_Styles     Residential_High_Density
## 4          One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 5                     Two_Story_1946_and_Newer      Residential_Low_Density
## 6                     Two_Story_1946_and_Newer      Residential_Low_Density
## 7                 One_Story_PUD_1946_and_Newer      Residential_Low_Density
## 8                 One_Story_PUD_1946_and_Newer      Residential_Low_Density
## 9                 One_Story_PUD_1946_and_Newer      Residential_Low_Density
## 10                    Two_Story_1946_and_Newer      Residential_Low_Density
## 11                    Two_Story_1946_and_Newer      Residential_Low_Density
## 12         One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 13                    Two_Story_1946_and_Newer      Residential_Low_Density
## 14         One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 15                One_Story_PUD_1946_and_Newer      Residential_Low_Density
## 16                    Two_Story_1946_and_Newer      Residential_Low_Density
## 19         One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 20         One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 21         One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 22                                 Split_Foyer      Residential_Low_Density
## 23                    Two_Story_1946_and_Newer Floating_Village_Residential
## 24         One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 25         One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 26         One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 27         One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 29                One_Story_PUD_1946_and_Newer     Residential_High_Density
## 30                Two_Story_PUD_1946_and_Newer   Residential_Medium_Density
## 31                Two_Story_PUD_1946_and_Newer   Residential_Medium_Density
## 32                Two_Story_PUD_1946_and_Newer   Residential_Medium_Density
## 33                One_Story_PUD_1946_and_Newer      Residential_Low_Density
## 34                Two_Story_PUD_1946_and_Newer      Residential_Low_Density
## 35                One_Story_PUD_1946_and_Newer      Residential_Low_Density
## 36                Two_Story_PUD_1946_and_Newer      Residential_Low_Density
## 37                    Two_Story_1946_and_Newer      Residential_Low_Density
## 38         One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 39         One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 40         One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 41         One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 42         One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 43         One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 44         One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 45         One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 46                One_Story_PUD_1946_and_Newer      Residential_Low_Density
## 47         One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 48                    Two_Story_1946_and_Newer      Residential_Low_Density
## 49                One_Story_PUD_1946_and_Newer      Residential_Low_Density
## 50                One_Story_PUD_1946_and_Newer      Residential_Low_Density
## 51                Two_Story_PUD_1946_and_Newer      Residential_Low_Density
## 52         One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 53                One_Story_PUD_1946_and_Newer      Residential_Low_Density
## 54                One_Story_PUD_1946_and_Newer      Residential_Low_Density
## 55                         Split_or_Multilevel      Residential_Low_Density
## 56                    Two_Story_1946_and_Newer      Residential_Low_Density
## 57                    Two_Story_1946_and_Newer      Residential_Low_Density
## 58                         Split_or_Multilevel      Residential_Low_Density
## 59                    Two_Story_1946_and_Newer      Residential_Low_Density
## 60                    Two_Story_1946_and_Newer      Residential_Low_Density
## 61                    Two_Story_1946_and_Newer      Residential_Low_Density
## 62         One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 63                    Two_Story_1946_and_Newer      Residential_Low_Density
## 64                    Two_Story_1946_and_Newer      Residential_Low_Density
## 65                    Two_Story_1946_and_Newer      Residential_Low_Density
## 66        One_and_Half_Story_Finished_All_Ages      Residential_Low_Density
## 67         One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 68         One_Story_1946_and_Newer_All_Styles Floating_Village_Residential
## 70         One_Story_1946_and_Newer_All_Styles Floating_Village_Residential
## 71                    Two_Story_1946_and_Newer Floating_Village_Residential
## 72         One_Story_1946_and_Newer_All_Styles Floating_Village_Residential
## 73                    Two_Story_1946_and_Newer      Residential_Low_Density
## 74                    Two_Story_1946_and_Newer      Residential_Low_Density
## 75                    Two_Story_1946_and_Newer      Residential_Low_Density
## 76                One_Story_PUD_1946_and_Newer      Residential_Low_Density
## 77                    Two_Story_1946_and_Newer      Residential_Low_Density
## 78                One_Story_PUD_1946_and_Newer      Residential_Low_Density
## 79                One_Story_PUD_1946_and_Newer      Residential_Low_Density
## 81         One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 82                    Two_Story_1946_and_Newer      Residential_Low_Density
## 83                    One_Story_1945_and_Older     Residential_High_Density
## 84                  Duplex_All_Styles_and_Ages   Residential_Medium_Density
## 85                                 Split_Foyer      Residential_Low_Density
## 86         One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 87         One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 88         One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 89         One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 91                    Two_Story_1946_and_Newer      Residential_Low_Density
## 92                    Two_Story_1946_and_Newer      Residential_Low_Density
## 93                    Two_Story_1946_and_Newer      Residential_Low_Density
## 94                One_Story_PUD_1946_and_Newer Floating_Village_Residential
## 95                Two_Story_PUD_1946_and_Newer Floating_Village_Residential
## 96                Two_Story_PUD_1946_and_Newer Floating_Village_Residential
## 97                Two_Story_PUD_1946_and_Newer Floating_Village_Residential
## 98                Two_Story_PUD_1946_and_Newer Floating_Village_Residential
## 99                Two_Story_PUD_1946_and_Newer Floating_Village_Residential
## 100        One_Story_1946_and_Newer_All_Styles Floating_Village_Residential
## 101               Two_Story_PUD_1946_and_Newer Floating_Village_Residential
## 102               Two_Story_PUD_1946_and_Newer Floating_Village_Residential
## 103               Two_Story_PUD_1946_and_Newer Floating_Village_Residential
## 104               Two_Story_PUD_1946_and_Newer Floating_Village_Residential
## 106                   Two_Story_1946_and_Newer Floating_Village_Residential
## 109                   Two_Story_1946_and_Newer      Residential_Low_Density
## 110        One_Story_1946_and_Newer_All_Styles Floating_Village_Residential
## 111        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 112                   Two_Story_1946_and_Newer      Residential_Low_Density
## 113        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 114       One_and_Half_Story_Finished_All_Ages      Residential_Low_Density
## 115                   Two_Story_1946_and_Newer      Residential_Low_Density
## 116        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 117                   Two_Story_1946_and_Newer      Residential_Low_Density
## 118        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 119        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 120        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 121        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 122        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 123                        Split_or_Multilevel      Residential_Low_Density
## 124                        Split_or_Multilevel      Residential_Low_Density
## 125                                Split_Foyer      Residential_Low_Density
## 127        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 128       One_and_Half_Story_Finished_All_Ages      Residential_Low_Density
## 129       One_and_Half_Story_Finished_All_Ages      Residential_Low_Density
## 130        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 132        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 133                        Split_or_Multilevel      Residential_Low_Density
## 134        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 135                                Split_Foyer      Residential_Low_Density
## 136                 Duplex_All_Styles_and_Ages      Residential_Low_Density
## 137        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 138        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 139                 Duplex_All_Styles_and_Ages      Residential_Low_Density
## 140        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 141        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 142        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 143        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 144        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 145        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 146        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 147        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 148        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 149       One_and_Half_Story_Finished_All_Ages      Residential_Low_Density
## 150        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 151        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 152  Two_Family_conversion_All_Styles_and_Ages      Residential_Low_Density
## 153        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 154                   One_Story_1945_and_Older      Residential_Low_Density
## 155        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 156        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 157        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 158       One_and_Half_Story_Finished_All_Ages      Residential_Low_Density
## 159                 Duplex_All_Styles_and_Ages      Residential_Low_Density
## 160        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 162       One_and_Half_Story_Finished_All_Ages      Residential_Low_Density
## 163        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 164       One_and_Half_Story_Finished_All_Ages      Residential_Low_Density
## 165        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 166        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 167        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 168        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 169                   Two_Story_1946_and_Newer      Residential_Low_Density
## 170       One_and_Half_Story_Finished_All_Ages   Residential_Medium_Density
## 171       One_and_Half_Story_Finished_All_Ages   Residential_Medium_Density
## 172                   One_Story_1945_and_Older   Residential_Medium_Density
## 173                   One_Story_1945_and_Older   Residential_Medium_Density
## 174        One_Story_1946_and_Newer_All_Styles   Residential_Medium_Density
## 175       One_and_Half_Story_Finished_All_Ages   Residential_Medium_Density
## 176                   One_Story_1945_and_Older   Residential_Medium_Density
## 177                   One_Story_1945_and_Older   Residential_Medium_Density
## 178       One_and_Half_Story_Finished_All_Ages   Residential_Medium_Density
## 179     One_and_Half_Story_Unfinished_All_Ages   Residential_Medium_Density
## 180       One_and_Half_Story_Finished_All_Ages   Residential_Medium_Density
## 181       One_and_Half_Story_Finished_All_Ages   Residential_Medium_Density
## 183                   One_Story_1945_and_Older   Residential_Medium_Density
## 184                   Two_Story_1945_and_Older   Residential_Medium_Density
## 185       One_and_Half_Story_Finished_All_Ages   Residential_Medium_Density
## 186                   Two_Story_1945_and_Older   Residential_Medium_Density
## 188        One_Story_1946_and_Newer_All_Styles   Residential_Medium_Density
## 189                   Two_Story_1945_and_Older   Residential_Medium_Density
## 190  Two_Family_conversion_All_Styles_and_Ages   Residential_Medium_Density
## 191                   Two_Story_1945_and_Older   Residential_Medium_Density
## 192       One_and_Half_Story_Finished_All_Ages   Residential_Medium_Density
## 193                Two_and_Half_Story_All_Ages      Residential_Low_Density
## 194                   One_Story_1945_and_Older   Residential_Medium_Density
## 195       One_and_Half_Story_Finished_All_Ages   Residential_Medium_Density
## 196       One_and_Half_Story_Finished_All_Ages   Residential_Medium_Density
## 197       One_and_Half_Story_Finished_All_Ages   Residential_Medium_Density
## 198       One_and_Half_Story_Finished_All_Ages   Residential_Medium_Density
## 199       One_and_Half_Story_Finished_All_Ages   Residential_Medium_Density
## 200       One_and_Half_Story_Finished_All_Ages   Residential_Medium_Density
## 201                   One_Story_1945_and_Older   Residential_Medium_Density
## 202                   Two_Story_1945_and_Older   Residential_Medium_Density
## 203       One_and_Half_Story_Finished_All_Ages   Residential_Medium_Density
## 204                   Two_Story_1945_and_Older   Residential_Medium_Density
## 205                   Two_Story_1945_and_Older   Residential_Medium_Density
## 208  Two_Family_conversion_All_Styles_and_Ages   Residential_Medium_Density
## 209                   Two_Story_1945_and_Older      Residential_Low_Density
## 210        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 212  Two_Family_conversion_All_Styles_and_Ages      Residential_Low_Density
## 213       One_and_Half_Story_Finished_All_Ages      Residential_Low_Density
## 215  Two_Family_conversion_All_Styles_and_Ages     Residential_High_Density
## 216       One_and_Half_Story_Finished_All_Ages      Residential_Low_Density
## 217                 Duplex_All_Styles_and_Ages      Residential_Low_Density
## 218                 Duplex_All_Styles_and_Ages      Residential_Low_Density
## 219  Two_Family_conversion_All_Styles_and_Ages      Residential_Low_Density
## 220        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 221        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 222        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 223        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 224                   Two_Story_1946_and_Newer      Residential_Low_Density
## 225        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 226                 Duplex_All_Styles_and_Ages      Residential_Low_Density
## 227                   Two_Story_1946_and_Newer      Residential_Low_Density
## 228                   Two_Story_1946_and_Newer      Residential_Low_Density
## 229                   Two_Story_1946_and_Newer      Residential_Low_Density
## 230        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 231                   One_Story_1945_and_Older      Residential_Low_Density
## 232        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 234                   Two_Story_1946_and_Newer      Residential_Low_Density
## 235       One_and_Half_Story_Finished_All_Ages      Residential_Low_Density
## 236                   One_Story_1945_and_Older      Residential_Low_Density
## 237        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 238        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 239       One_and_Half_Story_Finished_All_Ages      Residential_Low_Density
## 240        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 241        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 243        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 244        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 245                   Two_Story_1946_and_Newer      Residential_Low_Density
## 246        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 247                   Two_Story_1946_and_Newer      Residential_Low_Density
## 248                   Two_Story_1946_and_Newer      Residential_Low_Density
## 249                                Split_Foyer      Residential_Low_Density
## 250        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 251        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 252        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 253        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 254                   Two_Story_1946_and_Newer      Residential_Low_Density
## 255       One_and_Half_Story_Finished_All_Ages      Residential_Low_Density
## 256                        Split_or_Multilevel      Residential_Low_Density
## 257                                Split_Foyer      Residential_Low_Density
## 258                   Two_Story_1946_and_Newer      Residential_Low_Density
## 259                   Two_Story_1946_and_Newer      Residential_Low_Density
## 260        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 261                   Two_Story_1946_and_Newer      Residential_Low_Density
## 262        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 263        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 264        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 265        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 266                   Two_Story_1946_and_Newer      Residential_Low_Density
## 267                   Two_Story_1946_and_Newer      Residential_Low_Density
## 268        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 269               One_Story_PUD_1946_and_Newer   Residential_Medium_Density
## 270               One_Story_PUD_1946_and_Newer   Residential_Medium_Density
## 271        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 272        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 273        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 274                   One_Story_1945_and_Older      Residential_Low_Density
## 277        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 278       One_and_Half_Story_Finished_All_Ages      Residential_Low_Density
## 279                        Split_or_Multilevel      Residential_Low_Density
## 280                        Split_or_Multilevel      Residential_Low_Density
## 281        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 282        One_Story_1946_and_Newer_All_Styles   Residential_Medium_Density
## 283       One_and_Half_Story_Finished_All_Ages      Residential_Low_Density
## 285        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 286                   One_Story_1945_and_Older      Residential_Low_Density
## 287                   Two_Story_1945_and_Older      Residential_Low_Density
## 288                   One_Story_1945_and_Older      Residential_Low_Density
## 289       One_and_Half_Story_Finished_All_Ages      Residential_Low_Density
## 290                   One_Story_1945_and_Older      Residential_Low_Density
## 293       One_and_Half_Story_Finished_All_Ages      Residential_Low_Density
## 294       One_and_Half_Story_Finished_All_Ages      Residential_Low_Density
## 295                 Duplex_All_Styles_and_Ages      Residential_Low_Density
## 296                   Two_Story_1945_and_Older      Residential_Low_Density
## 297        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 298                        Split_or_Multilevel      Residential_Low_Density
## 299               One_Story_PUD_1946_and_Newer   Residential_Medium_Density
## 300               One_Story_PUD_1946_and_Newer   Residential_Medium_Density
## 301        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 302       One_and_Half_Story_Finished_All_Ages   Residential_Medium_Density
## 304       One_and_Half_Story_Finished_All_Ages   Residential_Medium_Density
## 305       One_and_Half_Story_Finished_All_Ages                        C_all
## 306       One_and_Half_Story_Finished_All_Ages                        C_all
## 307        One_Story_1946_and_Newer_All_Styles                        C_all
## 308                   One_Story_1945_and_Older                        C_all
## 309               One_Story_PUD_1946_and_Newer   Residential_Medium_Density
## 310                   Two_Story_1946_and_Newer      Residential_Low_Density
## 311                        Split_or_Multilevel      Residential_Low_Density
## 312        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 313                        Split_or_Multilevel      Residential_Low_Density
## 314                 Duplex_All_Styles_and_Ages      Residential_Low_Density
## 315        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 316        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 317        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 318                   Two_Story_1946_and_Newer      Residential_Low_Density
## 319                   Two_Story_1946_and_Newer      Residential_Low_Density
## 320                   Two_Story_1946_and_Newer      Residential_Low_Density
## 321                   Two_Story_1946_and_Newer      Residential_Low_Density
## 322        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 323        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 324        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 325                 Duplex_All_Styles_and_Ages      Residential_Low_Density
## 326        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 327               Two_Story_PUD_1946_and_Newer   Residential_Medium_Density
## 328               One_Story_PUD_1946_and_Newer   Residential_Medium_Density
## 329               Two_Story_PUD_1946_and_Newer   Residential_Medium_Density
## 330               Two_Story_PUD_1946_and_Newer   Residential_Medium_Density
## 331           PUD_Multilevel_Split_Level_Foyer   Residential_Medium_Density
## 332               Two_Story_PUD_1946_and_Newer   Residential_Medium_Density
## 333               Two_Story_PUD_1946_and_Newer   Residential_Medium_Density
## 334        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 335        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 336        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 338                   Two_Story_1946_and_Newer      Residential_Low_Density
## 339       One_and_Half_Story_Finished_All_Ages      Residential_Low_Density
## 340        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 341                   Two_Story_1946_and_Newer      Residential_Low_Density
## 342        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 343        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 344                        Split_or_Multilevel      Residential_Low_Density
## 345                   Two_Story_1946_and_Newer      Residential_Low_Density
## 346                   Two_Story_1946_and_Newer      Residential_Low_Density
## 347                        Split_or_Multilevel      Residential_Low_Density
## 348        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 349                        Split_or_Multilevel      Residential_Low_Density
## 350               One_Story_PUD_1946_and_Newer      Residential_Low_Density
## 351               One_Story_PUD_1946_and_Newer      Residential_Low_Density
## 352               One_Story_PUD_1946_and_Newer      Residential_Low_Density
## 353               One_Story_PUD_1946_and_Newer      Residential_Low_Density
## 354                        Split_or_Multilevel      Residential_Low_Density
## 355                   Two_Story_1946_and_Newer      Residential_Low_Density
## 356                   Two_Story_1946_and_Newer      Residential_Low_Density
## 357                   Two_Story_1946_and_Newer      Residential_Low_Density
## 358                   Two_Story_1946_and_Newer      Residential_Low_Density
## 359                   Two_Story_1946_and_Newer      Residential_Low_Density
## 360        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 361                   Two_Story_1946_and_Newer      Residential_Low_Density
## 362                   Two_Story_1946_and_Newer      Residential_Low_Density
## 363        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 364                   Two_Story_1946_and_Newer      Residential_Low_Density
## 365        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 366               One_Story_PUD_1946_and_Newer      Residential_Low_Density
## 367        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 368        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 369        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 370                   Two_Story_1946_and_Newer      Residential_Low_Density
## 371                   Two_Story_1946_and_Newer      Residential_Low_Density
## 372        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 373        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 374        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 376        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 377                   Two_Story_1946_and_Newer      Residential_Low_Density
## 378                        Split_or_Multilevel      Residential_Low_Density
## 379        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 381        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 382        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 383                   Two_Story_1946_and_Newer      Residential_Low_Density
## 384                   Two_Story_1946_and_Newer Floating_Village_Residential
## 385                   Two_Story_1946_and_Newer Floating_Village_Residential
## 387                   Two_Story_1946_and_Newer Floating_Village_Residential
## 388        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 389        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 390        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 391        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 392                        Split_or_Multilevel      Residential_Low_Density
## 393                 Duplex_All_Styles_and_Ages      Residential_Low_Density
## 394        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 395        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 396        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 397        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 398        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 399        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 400        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 401        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 402        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 403               Two_Story_PUD_1946_and_Newer   Residential_Medium_Density
## 404               Two_Story_PUD_1946_and_Newer   Residential_Medium_Density
## 405               Two_Story_PUD_1946_and_Newer   Residential_Medium_Density
## 406               Two_Story_PUD_1946_and_Newer   Residential_Medium_Density
## 407               Two_Story_PUD_1946_and_Newer   Residential_Medium_Density
## 408               Two_Story_PUD_1946_and_Newer   Residential_Medium_Density
## 409               One_Story_PUD_1946_and_Newer      Residential_Low_Density
## 410               Two_Story_PUD_1946_and_Newer      Residential_Low_Density
## 411               Two_Story_PUD_1946_and_Newer      Residential_Low_Density
## 412               One_Story_PUD_1946_and_Newer      Residential_Low_Density
## 413               Two_Story_PUD_1946_and_Newer      Residential_Low_Density
## 414               Two_Story_PUD_1946_and_Newer      Residential_Low_Density
## 415               Two_Story_PUD_1946_and_Newer      Residential_Low_Density
## 416               Two_Story_PUD_1946_and_Newer      Residential_Low_Density
## 417               Two_Story_PUD_1946_and_Newer      Residential_Low_Density
## 418               One_Story_PUD_1946_and_Newer      Residential_Low_Density
## 419        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 420        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 421        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 422                   Two_Story_1946_and_Newer      Residential_Low_Density
## 423                   Two_Story_1946_and_Newer      Residential_Low_Density
## 424        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 425        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 426        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 427        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 428                   Two_Story_1946_and_Newer      Residential_Low_Density
## 429                   Two_Story_1946_and_Newer      Residential_Low_Density
## 430        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 431        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 434                   Two_Story_1946_and_Newer      Residential_Low_Density
## 435        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 436        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 437                   Two_Story_1946_and_Newer      Residential_Low_Density
## 438        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 440        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 441        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 442        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 443                   Two_Story_1946_and_Newer      Residential_Low_Density
## 444        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 445        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 446        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 447        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 448        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 449        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 450                   Two_Story_1946_and_Newer      Residential_Low_Density
## 451        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 452               One_Story_PUD_1946_and_Newer      Residential_Low_Density
## 453               One_Story_PUD_1946_and_Newer      Residential_Low_Density
## 454               One_Story_PUD_1946_and_Newer      Residential_Low_Density
## 455               One_Story_PUD_1946_and_Newer      Residential_Low_Density
## 456               One_Story_PUD_1946_and_Newer      Residential_Low_Density
## 457        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 458        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 459               One_Story_PUD_1946_and_Newer      Residential_Low_Density
## 460               One_Story_PUD_1946_and_Newer      Residential_Low_Density
## 461        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 462               One_Story_PUD_1946_and_Newer      Residential_Low_Density
## 463               One_Story_PUD_1946_and_Newer      Residential_Low_Density
## 464               Two_Story_PUD_1946_and_Newer      Residential_Low_Density
## 465                   Two_Story_1946_and_Newer      Residential_Low_Density
## 466                   Two_Story_1946_and_Newer      Residential_Low_Density
## 467                   Two_Story_1946_and_Newer      Residential_Low_Density
## 468                   Two_Story_1946_and_Newer      Residential_Low_Density
## 469               One_Story_PUD_1946_and_Newer      Residential_Low_Density
## 470               One_Story_PUD_1946_and_Newer      Residential_Low_Density
## 471               One_Story_PUD_1946_and_Newer      Residential_Low_Density
## 472               One_Story_PUD_1946_and_Newer      Residential_Low_Density
## 473               One_Story_PUD_1946_and_Newer      Residential_Low_Density
## 474               One_Story_PUD_1946_and_Newer      Residential_Low_Density
## 475                   Two_Story_1946_and_Newer      Residential_Low_Density
## 477                        Split_or_Multilevel      Residential_Low_Density
## 478                   Two_Story_1946_and_Newer      Residential_Low_Density
## 479                        Split_or_Multilevel      Residential_Low_Density
## 480                   Two_Story_1946_and_Newer      Residential_Low_Density
## 481                   Two_Story_1946_and_Newer      Residential_Low_Density
## 482                   Two_Story_1946_and_Newer      Residential_Low_Density
## 484                   Two_Story_1946_and_Newer      Residential_Low_Density
## 485                   Two_Story_1946_and_Newer      Residential_Low_Density
## 486                   Two_Story_1946_and_Newer      Residential_Low_Density
## 487                        Split_or_Multilevel      Residential_Low_Density
## 488                   Two_Story_1946_and_Newer      Residential_Low_Density
## 489                   Two_Story_1946_and_Newer      Residential_Low_Density
## 490                        Split_or_Multilevel      Residential_Low_Density
## 492                   Two_Story_1946_and_Newer      Residential_Low_Density
## 494                        Split_or_Multilevel      Residential_Low_Density
## 495                   Two_Story_1946_and_Newer      Residential_Low_Density
## 496                   Two_Story_1946_and_Newer      Residential_Low_Density
## 497                   Two_Story_1946_and_Newer      Residential_Low_Density
## 498                   Two_Story_1946_and_Newer      Residential_Low_Density
## 499                   Two_Story_1946_and_Newer      Residential_Low_Density
## 500                   Two_Story_1946_and_Newer      Residential_Low_Density
## 501        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 502                   Two_Story_1946_and_Newer      Residential_Low_Density
## 503                   Two_Story_1946_and_Newer      Residential_Low_Density
## 504                   Two_Story_1946_and_Newer      Residential_Low_Density
## 505                   Two_Story_1946_and_Newer      Residential_Low_Density
## 506                   Two_Story_1946_and_Newer      Residential_Low_Density
## 507        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 508        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 509        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 510        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 511        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 512        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 513                   Two_Story_1946_and_Newer      Residential_Low_Density
## 515                   Two_Story_1946_and_Newer Floating_Village_Residential
## 516                   Two_Story_1946_and_Newer Floating_Village_Residential
## 517        One_Story_1946_and_Newer_All_Styles Floating_Village_Residential
## 518        One_Story_1946_and_Newer_All_Styles Floating_Village_Residential
## 519        One_Story_1946_and_Newer_All_Styles Floating_Village_Residential
## 520        One_Story_1946_and_Newer_All_Styles Floating_Village_Residential
## 521        One_Story_1946_and_Newer_All_Styles Floating_Village_Residential
## 522        One_Story_1946_and_Newer_All_Styles Floating_Village_Residential
## 523        One_Story_1946_and_Newer_All_Styles Floating_Village_Residential
## 524                   Two_Story_1946_and_Newer Floating_Village_Residential
## 525                   Two_Story_1946_and_Newer Floating_Village_Residential
## 526                   Two_Story_1946_and_Newer Floating_Village_Residential
## 527                   Two_Story_1946_and_Newer Floating_Village_Residential
## 528        One_Story_1946_and_Newer_All_Styles Floating_Village_Residential
## 529        One_Story_1946_and_Newer_All_Styles Floating_Village_Residential
## 530                   Two_Story_1946_and_Newer Floating_Village_Residential
## 531        One_Story_1946_and_Newer_All_Styles Floating_Village_Residential
## 532        One_Story_1946_and_Newer_All_Styles Floating_Village_Residential
## 533                   Two_Story_1946_and_Newer Floating_Village_Residential
## 534        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 535        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 536        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 537                   Two_Story_1946_and_Newer      Residential_Low_Density
## 538        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 539        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 540        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 541        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 542        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 543        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 544                   Two_Story_1946_and_Newer      Residential_Low_Density
## 545        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 546        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 547                   Two_Story_1946_and_Newer      Residential_Low_Density
## 548               Two_Story_PUD_1946_and_Newer      Residential_Low_Density
## 549               One_Story_PUD_1946_and_Newer      Residential_Low_Density
## 550                   Two_Story_1946_and_Newer      Residential_Low_Density
## 551                   Two_Story_1946_and_Newer      Residential_Low_Density
## 552                 Duplex_All_Styles_and_Ages      Residential_Low_Density
## 553        One_Story_1946_and_Newer_All_Styles     Residential_High_Density
## 554     One_and_Half_Story_Unfinished_All_Ages     Residential_High_Density
## 555        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 556        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 557        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 558        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 560        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 561        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 562        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 563        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 564        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 565                   Two_Story_1946_and_Newer      Residential_Low_Density
## 566               Two_Story_PUD_1946_and_Newer Floating_Village_Residential
## 567               Two_Story_PUD_1946_and_Newer Floating_Village_Residential
## 568               Two_Story_PUD_1946_and_Newer Floating_Village_Residential
## 569               One_Story_PUD_1946_and_Newer Floating_Village_Residential
## 570               One_Story_PUD_1946_and_Newer Floating_Village_Residential
## 571               Two_Story_PUD_1946_and_Newer Floating_Village_Residential
## 572               Two_Story_PUD_1946_and_Newer Floating_Village_Residential
## 573               Two_Story_PUD_1946_and_Newer Floating_Village_Residential
## 574               Two_Story_PUD_1946_and_Newer Floating_Village_Residential
## 575        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 577        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 578                        Split_or_Multilevel      Residential_Low_Density
## 579        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 580                   Two_Story_1946_and_Newer      Residential_Low_Density
## 581        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 582        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 583                   Two_Story_1946_and_Newer      Residential_Low_Density
## 584                   Two_Story_1946_and_Newer      Residential_Low_Density
## 585                   Two_Story_1946_and_Newer      Residential_Low_Density
## 586                   Two_Story_1946_and_Newer      Residential_Low_Density
## 587                        Split_or_Multilevel      Residential_Low_Density
## 588        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 589        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 590                   Two_Story_1946_and_Newer      Residential_Low_Density
## 591        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 592        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 593                   Two_Story_1946_and_Newer      Residential_Low_Density
## 594        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 595        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 596        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 597                   Two_Story_1946_and_Newer      Residential_Low_Density
## 598                                Split_Foyer      Residential_Low_Density
## 599        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 600        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 601        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 603        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 604        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 605                 Duplex_All_Styles_and_Ages      Residential_Low_Density
## 606        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 607        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 608        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 609        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 610                   Two_Story_1946_and_Newer      Residential_Low_Density
## 611                        Split_or_Multilevel      Residential_Low_Density
## 612        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 613                        Split_or_Multilevel      Residential_Low_Density
## 614        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 615                   One_Story_1945_and_Older      Residential_Low_Density
## 616       One_and_Half_Story_Finished_All_Ages      Residential_Low_Density
## 617        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 619        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 620        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 621       One_and_Half_Story_Finished_All_Ages      Residential_Low_Density
## 622        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 623                 Duplex_All_Styles_and_Ages      Residential_Low_Density
## 624        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 625        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 626        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 627                   Two_Story_1946_and_Newer      Residential_Low_Density
## 628                   Two_Story_1946_and_Newer      Residential_Low_Density
## 630       One_and_Half_Story_Finished_All_Ages      Residential_Low_Density
## 631        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 632        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 633        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 634        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 635        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 636        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 637        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 638        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 639        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 640                        Split_or_Multilevel      Residential_Low_Density
## 641        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 642                 Duplex_All_Styles_and_Ages      Residential_Low_Density
## 643        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 644        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 645        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 646        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 647        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 648                   One_Story_1945_and_Older      Residential_Low_Density
## 649        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 650        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 652                   Two_Story_1946_and_Newer      Residential_Low_Density
## 653        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 654        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 655        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 656       One_and_Half_Story_Finished_All_Ages      Residential_Low_Density
## 657                   Two_Story_1946_and_Newer      Residential_Low_Density
## 658                   Two_Story_1945_and_Older      Residential_Low_Density
## 659                   One_Story_1945_and_Older      Residential_Low_Density
## 660                   One_Story_1945_and_Older      Residential_Low_Density
## 661       One_and_Half_Story_Finished_All_Ages      Residential_Low_Density
## 662                   Two_Story_1945_and_Older      Residential_Low_Density
## 663                   One_Story_1945_and_Older      Residential_Low_Density
## 665                   One_Story_1945_and_Older      Residential_Low_Density
## 666                   One_Story_1945_and_Older      Residential_Low_Density
## 667                 Duplex_All_Styles_and_Ages      Residential_Low_Density
## 668        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 669        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 670                 Duplex_All_Styles_and_Ages      Residential_Low_Density
## 671        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 672        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 673        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 674        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 675        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 678       One_and_Half_Story_Finished_All_Ages      Residential_Low_Density
## 680       One_and_Half_Story_Finished_All_Ages      Residential_Low_Density
## 681        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 682        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 683        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 684                        Split_or_Multilevel      Residential_Low_Density
## 685        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 686       One_and_Half_Story_Finished_All_Ages      Residential_Low_Density
## 687       One_and_Half_Story_Finished_All_Ages      Residential_Low_Density
## 688                   Two_Story_1946_and_Newer      Residential_Low_Density
## 689                 Duplex_All_Styles_and_Ages      Residential_Low_Density
## 690        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 691        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 692       One_and_Half_Story_Finished_All_Ages   Residential_Medium_Density
## 693       One_and_Half_Story_Finished_All_Ages   Residential_Medium_Density
## 694       One_and_Half_Story_Finished_All_Ages   Residential_Medium_Density
## 695                 Duplex_All_Styles_and_Ages   Residential_Medium_Density
## 696       One_and_Half_Story_Finished_All_Ages   Residential_Medium_Density
## 697       One_and_Half_Story_Finished_All_Ages   Residential_Medium_Density
## 698                   Two_Story_1945_and_Older   Residential_Medium_Density
## 699                   Two_Story_1945_and_Older   Residential_Medium_Density
## 700                   Two_Story_1945_and_Older   Residential_Medium_Density
## 702                 Duplex_All_Styles_and_Ages   Residential_Medium_Density
## 703                   Two_Story_1946_and_Newer   Residential_Medium_Density
## 704       One_and_Half_Story_Finished_All_Ages   Residential_Medium_Density
## 705        One_Story_1946_and_Newer_All_Styles   Residential_Medium_Density
## 706       One_and_Half_Story_Finished_All_Ages   Residential_Medium_Density
## 707  Two_Family_conversion_All_Styles_and_Ages   Residential_Medium_Density
## 709                   One_Story_1945_and_Older   Residential_Medium_Density
## 711                   One_Story_1945_and_Older   Residential_Medium_Density
## 712                   One_Story_1945_and_Older   Residential_Medium_Density
## 713  Two_Family_conversion_All_Styles_and_Ages   Residential_Medium_Density
## 714                   Two_Story_1945_and_Older   Residential_Medium_Density
## 715       One_and_Half_Story_Finished_All_Ages   Residential_Medium_Density
## 717                   Two_Story_1945_and_Older   Residential_Medium_Density
## 718                   Two_Story_1945_and_Older   Residential_Medium_Density
## 719                   Two_Story_1945_and_Older   Residential_Medium_Density
## 720                   Two_Story_1945_and_Older   Residential_Medium_Density
## 721                   One_Story_1945_and_Older                        C_all
## 722                   Two_Story_1945_and_Older   Residential_Medium_Density
## 724       One_and_Half_Story_Finished_All_Ages   Residential_Medium_Density
## 726                   Two_Story_1945_and_Older   Residential_Medium_Density
## 727                   One_Story_1945_and_Older                        C_all
## 728                   One_Story_1945_and_Older                        C_all
## 729                   Two_Story_1945_and_Older      Residential_Low_Density
## 730                   One_Story_1945_and_Older      Residential_Low_Density
## 731       One_and_Half_Story_Finished_All_Ages      Residential_Low_Density
## 732                   Two_Story_1945_and_Older      Residential_Low_Density
## 734       One_and_Half_Story_Finished_All_Ages   Residential_Medium_Density
## 735       One_and_Half_Story_Finished_All_Ages   Residential_Medium_Density
## 736       One_and_Half_Story_Finished_All_Ages   Residential_Medium_Density
## 737       One_and_Half_Story_Finished_All_Ages   Residential_Medium_Density
## 738       One_and_Half_Story_Finished_All_Ages   Residential_Medium_Density
## 739     One_and_Half_Story_Unfinished_All_Ages   Residential_Medium_Density
## 740                   One_Story_1945_and_Older   Residential_Medium_Density
## 741       One_and_Half_Story_Finished_All_Ages   Residential_Medium_Density
## 742       One_and_Half_Story_Finished_All_Ages   Residential_Medium_Density
## 744                   One_Story_1945_and_Older   Residential_Medium_Density
## 745                   One_Story_1945_and_Older   Residential_Medium_Density
## 746       One_and_Half_Story_Finished_All_Ages   Residential_Medium_Density
## 747                   One_Story_1945_and_Older   Residential_Medium_Density
## 748                Two_and_Half_Story_All_Ages      Residential_Low_Density
## 749                   Two_Story_1945_and_Older      Residential_Low_Density
## 750                   Two_Story_1945_and_Older   Residential_Medium_Density
## 751                   Two_Story_1945_and_Older   Residential_Medium_Density
## 752                   Two_Story_1945_and_Older   Residential_Medium_Density
## 755                   Two_Story_1945_and_Older   Residential_Medium_Density
## 756                   One_Story_1945_and_Older   Residential_Medium_Density
## 757                   Two_Story_1945_and_Older   Residential_Medium_Density
## 758  Two_Family_conversion_All_Styles_and_Ages   Residential_Medium_Density
## 759       One_and_Half_Story_Finished_All_Ages   Residential_Medium_Density
## 760                                Split_Foyer   Residential_Medium_Density
## 761  Two_Family_conversion_All_Styles_and_Ages   Residential_Medium_Density
## 762        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 763                 Duplex_All_Styles_and_Ages      Residential_Low_Density
## 764                 Duplex_All_Styles_and_Ages      Residential_Low_Density
## 765                 Duplex_All_Styles_and_Ages      Residential_Low_Density
## 767                   Two_Story_1945_and_Older     Residential_High_Density
## 769                        Split_or_Multilevel      Residential_Low_Density
## 770        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 771                   Two_Story_1946_and_Newer      Residential_Low_Density
## 772        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 773        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 774                                Split_Foyer      Residential_Low_Density
## 775                                Split_Foyer      Residential_Low_Density
## 776                                Split_Foyer      Residential_Low_Density
## 777        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 778                        Split_or_Multilevel      Residential_Low_Density
## 779                        Split_or_Multilevel      Residential_Low_Density
## 780                        Split_or_Multilevel      Residential_Low_Density
## 782       One_and_Half_Story_Finished_All_Ages      Residential_Low_Density
## 783        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 784        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 785                   One_Story_1945_and_Older      Residential_Low_Density
## 786        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 787        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 788        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 789        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 790        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 792                   Two_Story_1946_and_Newer      Residential_Low_Density
## 793                   One_Story_1945_and_Older      Residential_Low_Density
## 794        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 795        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 796               One_Story_PUD_1946_and_Newer      Residential_Low_Density
## 797       One_and_Half_Story_Finished_All_Ages      Residential_Low_Density
## 798       One_and_Half_Story_Finished_All_Ages      Residential_Low_Density
## 800                        Split_or_Multilevel      Residential_Low_Density
## 801                        Split_or_Multilevel      Residential_Low_Density
## 802       One_and_Half_Story_Finished_All_Ages      Residential_Low_Density
## 803        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 804                   Two_Story_1946_and_Newer      Residential_Low_Density
## 805                   Two_Story_1946_and_Newer      Residential_Low_Density
## 806                   Two_Story_1946_and_Newer      Residential_Low_Density
## 807                   Two_Story_1945_and_Older      Residential_Low_Density
## 808                 Duplex_All_Styles_and_Ages      Residential_Low_Density
## 809                 Duplex_All_Styles_and_Ages      Residential_Low_Density
## 810                 Duplex_All_Styles_and_Ages      Residential_Low_Density
## 811                 Duplex_All_Styles_and_Ages      Residential_Low_Density
## 812                 Duplex_All_Styles_and_Ages      Residential_Low_Density
## 813                 Duplex_All_Styles_and_Ages      Residential_Low_Density
## 814                 Duplex_All_Styles_and_Ages      Residential_Low_Density
## 815                 Duplex_All_Styles_and_Ages      Residential_Low_Density
## 816                 Duplex_All_Styles_and_Ages      Residential_Low_Density
## 817                 Duplex_All_Styles_and_Ages      Residential_Low_Density
## 818                 Duplex_All_Styles_and_Ages      Residential_Low_Density
## 819        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 820        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 821        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 822        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 823        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 824                   Two_Story_1946_and_Newer      Residential_Low_Density
## 825        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 826        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 827        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 828        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 829        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 830        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 831        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 832                   Two_Story_1946_and_Newer      Residential_Low_Density
## 833                        Split_or_Multilevel      Residential_Low_Density
## 834                   Two_Story_1946_and_Newer      Residential_Low_Density
## 835                   Two_Story_1946_and_Newer      Residential_Low_Density
## 836        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 837        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 838                   Two_Story_1946_and_Newer      Residential_Low_Density
## 840        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 841        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 842        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 843                   Two_Story_1946_and_Newer      Residential_Low_Density
## 844        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 845        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 846                   Two_Story_1946_and_Newer      Residential_Low_Density
## 847                   Two_Story_1946_and_Newer      Residential_Low_Density
## 848        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 849                   Two_Story_1946_and_Newer      Residential_Low_Density
## 850        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 851        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 852        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 853        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 854        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 855        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 856        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 857        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 858        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 859        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 860        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 861                                Split_Foyer      Residential_Low_Density
## 862                                Split_Foyer      Residential_Low_Density
## 863        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 864                   Two_Story_1946_and_Newer      Residential_Low_Density
## 865        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 866                   Two_Story_1946_and_Newer      Residential_Low_Density
## 867                   Two_Story_1946_and_Newer      Residential_Low_Density
## 868                   Two_Story_1946_and_Newer      Residential_Low_Density
## 869                   Two_Story_1946_and_Newer      Residential_Low_Density
## 870        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 871        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 872        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 873        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 874                   Two_Story_1946_and_Newer      Residential_Low_Density
## 875                   Two_Story_1946_and_Newer      Residential_Low_Density
## 876        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 877        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 878               One_Story_PUD_1946_and_Newer   Residential_Medium_Density
## 879               One_Story_PUD_1946_and_Newer   Residential_Medium_Density
## 880        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 881                   Two_Story_1946_and_Newer      Residential_Low_Density
## 882        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 883                   Two_Story_1946_and_Newer      Residential_Low_Density
## 884                   Two_Story_1946_and_Newer      Residential_Low_Density
## 885        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 886        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 887        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 888                                Split_Foyer      Residential_Low_Density
## 889                   Two_Story_1946_and_Newer      Residential_Low_Density
## 890        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 891                        Split_or_Multilevel      Residential_Low_Density
## 892        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 894        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 895        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 896        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 898                   One_Story_1945_and_Older      Residential_Low_Density
## 900                 Duplex_All_Styles_and_Ages      Residential_Low_Density
## 901        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 902        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 904       One_and_Half_Story_Finished_All_Ages      Residential_Low_Density
## 905       One_and_Half_Story_Finished_All_Ages      Residential_Low_Density
## 906       One_and_Half_Story_Finished_All_Ages     Residential_High_Density
## 907       One_and_Half_Story_Finished_All_Ages     Residential_High_Density
## 908                   One_Story_1945_and_Older      Residential_Low_Density
## 909       One_and_Half_Story_Finished_All_Ages      Residential_Low_Density
## 911                   Two_Story_1945_and_Older      Residential_Low_Density
## 912       One_and_Half_Story_Finished_All_Ages      Residential_Low_Density
## 913                   One_Story_1945_and_Older      Residential_Low_Density
## 914       One_and_Half_Story_Finished_All_Ages      Residential_Low_Density
## 915                   Two_Story_1945_and_Older      Residential_Low_Density
## 917       One_and_Half_Story_Finished_All_Ages      Residential_Low_Density
## 918                   Two_Story_1945_and_Older      Residential_Low_Density
## 919                   Two_Story_1945_and_Older      Residential_Low_Density
## 920       One_and_Half_Story_Finished_All_Ages      Residential_Low_Density
## 921                   Two_Story_1945_and_Older      Residential_Low_Density
## 922       One_and_Half_Story_Finished_All_Ages      Residential_Low_Density
## 923        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 924                   One_Story_1945_and_Older      Residential_Low_Density
## 925       One_and_Half_Story_Finished_All_Ages      Residential_Low_Density
## 926                 Duplex_All_Styles_and_Ages      Residential_Low_Density
## 927        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 928                   Two_Story_1945_and_Older      Residential_Low_Density
## 929        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 931        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 932        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 933               Two_Story_PUD_1946_and_Newer   Residential_Medium_Density
## 934               Two_Story_PUD_1946_and_Newer   Residential_Medium_Density
## 935               Two_Story_PUD_1946_and_Newer   Residential_Medium_Density
## 936               Two_Story_PUD_1946_and_Newer   Residential_Medium_Density
## 937                        Split_or_Multilevel      Residential_Low_Density
## 938        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 939        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 940                   Two_Story_1945_and_Older   Residential_Medium_Density
## 941                   Two_Story_1945_and_Older   Residential_Medium_Density
## 942                   Two_Story_1945_and_Older   Residential_Medium_Density
## 945               One_Story_PUD_1946_and_Newer   Residential_Medium_Density
## 947                   Two_Story_1946_and_Newer      Residential_Low_Density
## 948       One_and_Half_Story_Finished_All_Ages      Residential_Low_Density
## 949        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 950                   Two_Story_1946_and_Newer      Residential_Low_Density
## 951                                Split_Foyer      Residential_Low_Density
## 952                                Split_Foyer      Residential_Low_Density
## 953                 Duplex_All_Styles_and_Ages      Residential_Low_Density
## 954                        Split_or_Multilevel      Residential_Low_Density
## 955        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 957        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 958        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 959                   Two_Story_1946_and_Newer      Residential_Low_Density
## 960        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 961        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 962        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 963        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 964                   Two_Story_1946_and_Newer      Residential_Low_Density
## 965                        Split_or_Multilevel      Residential_Low_Density
## 966        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 967                   Two_Story_1946_and_Newer      Residential_Low_Density
## 968        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 969        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 970        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 971        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 972               One_Story_PUD_1946_and_Newer   Residential_Medium_Density
## 973               One_Story_PUD_1946_and_Newer   Residential_Medium_Density
## 974           PUD_Multilevel_Split_Level_Foyer   Residential_Medium_Density
## 975        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 976           PUD_Multilevel_Split_Level_Foyer   Residential_Medium_Density
## 977        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 978           PUD_Multilevel_Split_Level_Foyer   Residential_Medium_Density
## 979               Two_Story_PUD_1946_and_Newer   Residential_Medium_Density
## 980               Two_Story_PUD_1946_and_Newer   Residential_Medium_Density
## 981                                Split_Foyer      Residential_Low_Density
## 982                        Split_or_Multilevel      Residential_Low_Density
## 983                                Split_Foyer      Residential_Low_Density
## 984        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 985                                Split_Foyer      Residential_Low_Density
## 987                   Two_Story_1946_and_Newer      Residential_Low_Density
## 988        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 989                   Two_Story_1946_and_Newer      Residential_Low_Density
## 990        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 991        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 992                   Two_Story_1946_and_Newer      Residential_Low_Density
## 993                   Two_Story_1946_and_Newer      Residential_Low_Density
## 994                   Two_Story_1946_and_Newer      Residential_Low_Density
## 995                   Two_Story_1946_and_Newer      Residential_Low_Density
## 996                   Two_Story_1946_and_Newer      Residential_Low_Density
## 997                   Two_Story_1946_and_Newer      Residential_Low_Density
## 998        One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 999                   Two_Story_1946_and_Newer      Residential_Low_Density
## 1000              One_Story_PUD_1946_and_Newer      Residential_Low_Density
## 1001              One_Story_PUD_1946_and_Newer      Residential_Low_Density
## 1002              One_Story_PUD_1946_and_Newer      Residential_Low_Density
## 1003              One_Story_PUD_1946_and_Newer      Residential_Low_Density
## 1004                  Two_Story_1946_and_Newer      Residential_Low_Density
## 1005                  Two_Story_1946_and_Newer      Residential_Low_Density
## 1006                  Two_Story_1946_and_Newer      Residential_Low_Density
## 1007                  Two_Story_1946_and_Newer      Residential_Low_Density
## 1008                  Two_Story_1946_and_Newer      Residential_Low_Density
## 1009              One_Story_PUD_1946_and_Newer      Residential_Low_Density
## 1010              One_Story_PUD_1946_and_Newer      Residential_Low_Density
## 1011                  Two_Story_1946_and_Newer      Residential_Low_Density
## 1012                  Two_Story_1946_and_Newer      Residential_Low_Density
## 1013       One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 1016       One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 1017                  Two_Story_1946_and_Newer      Residential_Low_Density
## 1018       One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 1019       One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 1020       One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 1021       One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 1022       One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 1023                  Two_Story_1946_and_Newer      Residential_Low_Density
## 1024       One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 1025       One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 1026                  Two_Story_1946_and_Newer      Residential_Low_Density
## 1027                  Two_Story_1946_and_Newer      Residential_Low_Density
## 1029       One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 1030       One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 1031                  Two_Story_1946_and_Newer      Residential_Low_Density
## 1032       One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 1033                  Two_Story_1946_and_Newer      Residential_Low_Density
## 1034                Duplex_All_Styles_and_Ages      Residential_Low_Density
## 1035       One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 1036       One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 1037       One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 1038       One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 1039              One_Story_PUD_1946_and_Newer     Residential_High_Density
## 1040              Two_Story_PUD_1946_and_Newer   Residential_Medium_Density
## 1041              Two_Story_PUD_1946_and_Newer   Residential_Medium_Density
## 1042              Two_Story_PUD_1946_and_Newer   Residential_Medium_Density
## 1043              Two_Story_PUD_1946_and_Newer   Residential_Medium_Density
## 1044              Two_Story_PUD_1946_and_Newer   Residential_Medium_Density
## 1045              Two_Story_PUD_1946_and_Newer   Residential_Medium_Density
## 1046              Two_Story_PUD_1946_and_Newer   Residential_Medium_Density
## 1047              One_Story_PUD_1946_and_Newer      Residential_Low_Density
## 1048              Two_Story_PUD_1946_and_Newer      Residential_Low_Density
## 1049              One_Story_PUD_1946_and_Newer      Residential_Low_Density
## 1050       One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 1051       One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 1052                  Two_Story_1946_and_Newer      Residential_Low_Density
## 1054                  Two_Story_1946_and_Newer      Residential_Low_Density
## 1055       One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 1056       One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 1057       One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 1058       One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 1059                  Two_Story_1946_and_Newer      Residential_Low_Density
## 1060                  Two_Story_1946_and_Newer      Residential_Low_Density
## 1061                  Two_Story_1946_and_Newer      Residential_Low_Density
## 1062                  Two_Story_1946_and_Newer      Residential_Low_Density
## 1063                  Two_Story_1946_and_Newer      Residential_Low_Density
## 1065                  Two_Story_1946_and_Newer      Residential_Low_Density
## 1066                  Two_Story_1946_and_Newer      Residential_Low_Density
## 1067       One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 1068                  Two_Story_1946_and_Newer      Residential_Low_Density
## 1069                  Two_Story_1946_and_Newer      Residential_Low_Density
## 1070              One_Story_PUD_1946_and_Newer      Residential_Low_Density
## 1071              One_Story_PUD_1946_and_Newer      Residential_Low_Density
## 1072              One_Story_PUD_1946_and_Newer      Residential_Low_Density
## 1073              One_Story_PUD_1946_and_Newer      Residential_Low_Density
## 1074              One_Story_PUD_1946_and_Newer      Residential_Low_Density
## 1075              One_Story_PUD_1946_and_Newer      Residential_Low_Density
## 1076              One_Story_PUD_1946_and_Newer      Residential_Low_Density
## 1077              One_Story_PUD_1946_and_Newer      Residential_Low_Density
## 1078              Two_Story_PUD_1946_and_Newer      Residential_Low_Density
## 1079              Two_Story_PUD_1946_and_Newer      Residential_Low_Density
## 1080              One_Story_PUD_1946_and_Newer   Residential_Medium_Density
## 1081              One_Story_PUD_1946_and_Newer      Residential_Low_Density
## 1082              One_Story_PUD_1946_and_Newer   Residential_Medium_Density
## 1083              One_Story_PUD_1946_and_Newer      Residential_Low_Density
## 1084       One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 1085       One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 1086                  Two_Story_1946_and_Newer      Residential_Low_Density
## 1087                  Two_Story_1946_and_Newer      Residential_Low_Density
## 1088                       Split_or_Multilevel      Residential_Low_Density
## 1089                  Two_Story_1946_and_Newer      Residential_Low_Density
## 1090                  Two_Story_1946_and_Newer      Residential_Low_Density
## 1091                  Two_Story_1946_and_Newer      Residential_Low_Density
## 1092              One_Story_PUD_1946_and_Newer      Residential_Low_Density
## 1093                  Two_Story_1946_and_Newer      Residential_Low_Density
## 1094                  Two_Story_1946_and_Newer      Residential_Low_Density
## 1095                  Two_Story_1946_and_Newer      Residential_Low_Density
## 1096                  Two_Story_1946_and_Newer      Residential_Low_Density
## 1097                  Two_Story_1946_and_Newer      Residential_Low_Density
## 1098                  Two_Story_1946_and_Newer      Residential_Low_Density
## 1099               Two_and_Half_Story_All_Ages      Residential_Low_Density
## 1100                  Two_Story_1946_and_Newer      Residential_Low_Density
## 1101                  Two_Story_1946_and_Newer      Residential_Low_Density
## 1102                  Two_Story_1946_and_Newer      Residential_Low_Density
## 1103       One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 1104                  Two_Story_1946_and_Newer      Residential_Low_Density
## 1105                  Two_Story_1946_and_Newer      Residential_Low_Density
## 1106       One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 1107                  Two_Story_1946_and_Newer      Residential_Low_Density
## 1109                  Two_Story_1946_and_Newer      Residential_Low_Density
## 1110       One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 1111       One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 1112                  Two_Story_1946_and_Newer      Residential_Low_Density
## 1113       One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 1114       One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 1115       One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 1116       One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 1117       One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 1118                  Two_Story_1946_and_Newer      Residential_Low_Density
## 1119                  Two_Story_1946_and_Newer      Residential_Low_Density
## 1120       One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 1121       One_Story_1946_and_Newer_All_Styles Floating_Village_Residential
## 1122       One_Story_1946_and_Newer_All_Styles Floating_Village_Residential
## 1123       One_Story_1946_and_Newer_All_Styles Floating_Village_Residential
## 1124                  Two_Story_1946_and_Newer Floating_Village_Residential
## 1125                  Two_Story_1946_and_Newer Floating_Village_Residential
## 1126                  Two_Story_1946_and_Newer Floating_Village_Residential
## 1127                  Two_Story_1946_and_Newer Floating_Village_Residential
## 1128                  Two_Story_1946_and_Newer Floating_Village_Residential
## 1129       One_Story_1946_and_Newer_All_Styles Floating_Village_Residential
## 1130       One_Story_1946_and_Newer_All_Styles Floating_Village_Residential
## 1131                  Two_Story_1946_and_Newer Floating_Village_Residential
## 1132       One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 1133                  Two_Story_1946_and_Newer      Residential_Low_Density
## 1134                  Two_Story_1946_and_Newer      Residential_Low_Density
## 1135       One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 1136       One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 1137       One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 1138                  Two_Story_1946_and_Newer      Residential_Low_Density
## 1139       One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 1140                  Two_Story_1946_and_Newer      Residential_Low_Density
## 1141                  Two_Story_1946_and_Newer      Residential_Low_Density
## 1142       One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 1143                  Two_Story_1946_and_Newer      Residential_Low_Density
## 1144                  Two_Story_1946_and_Newer      Residential_Low_Density
## 1145                  Two_Story_1946_and_Newer      Residential_Low_Density
## 1146       One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 1148              One_Story_PUD_1946_and_Newer      Residential_Low_Density
## 1149              One_Story_PUD_1946_and_Newer      Residential_Low_Density
## 1150       One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 1151       One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 1152       One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 1153 Two_Family_conversion_All_Styles_and_Ages      Residential_Low_Density
## 1154       One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 1155       One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 1156       One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 1157      One_and_Half_Story_Finished_All_Ages      Residential_Low_Density
## 1158                  Two_Story_1946_and_Newer      Residential_Low_Density
## 1159                  Two_Story_1946_and_Newer      Residential_Low_Density
## 1160              One_Story_PUD_1946_and_Newer Floating_Village_Residential
## 1161              Two_Story_PUD_1946_and_Newer Floating_Village_Residential
## 1162              One_Story_PUD_1946_and_Newer Floating_Village_Residential
## 1163              Two_Story_PUD_1946_and_Newer Floating_Village_Residential
## 1164              Two_Story_PUD_1946_and_Newer Floating_Village_Residential
## 1165              Two_Story_PUD_1946_and_Newer Floating_Village_Residential
## 1166              Two_Story_PUD_1946_and_Newer Floating_Village_Residential
## 1167              Two_Story_PUD_1946_and_Newer Floating_Village_Residential
## 1168              One_Story_PUD_1946_and_Newer Floating_Village_Residential
## 1169              One_Story_PUD_1946_and_Newer Floating_Village_Residential
## 1170              One_Story_PUD_1946_and_Newer Floating_Village_Residential
## 1171              One_Story_PUD_1946_and_Newer Floating_Village_Residential
## 1172              One_Story_PUD_1946_and_Newer Floating_Village_Residential
## 1173              Two_Story_PUD_1946_and_Newer Floating_Village_Residential
## 1174              Two_Story_PUD_1946_and_Newer Floating_Village_Residential
## 1175                  Two_Story_1946_and_Newer Floating_Village_Residential
## 1176              Two_Story_PUD_1946_and_Newer Floating_Village_Residential
## 1177              Two_Story_PUD_1946_and_Newer Floating_Village_Residential
## 1178              Two_Story_PUD_1946_and_Newer Floating_Village_Residential
## 1179              One_Story_PUD_1946_and_Newer      Residential_Low_Density
## 1180              One_Story_PUD_1946_and_Newer      Residential_Low_Density
## 1182       One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 1183                  Two_Story_1946_and_Newer      Residential_Low_Density
## 1185                  Two_Story_1946_and_Newer Floating_Village_Residential
## 1186       One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 1187                       Split_or_Multilevel      Residential_Low_Density
## 1188       One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 1189       One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 1190       One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 1191                Duplex_All_Styles_and_Ages      Residential_Low_Density
## 1192                  Two_Story_1946_and_Newer      Residential_Low_Density
## 1193                  Two_Story_1946_and_Newer      Residential_Low_Density
## 1194       One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 1195       One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 1196                Duplex_All_Styles_and_Ages      Residential_Low_Density
## 1197                Duplex_All_Styles_and_Ages      Residential_Low_Density
## 1198                Duplex_All_Styles_and_Ages      Residential_Low_Density
## 1199                  Two_Story_1946_and_Newer      Residential_Low_Density
## 1200                  Two_Story_1946_and_Newer      Residential_Low_Density
## 1201                  Two_Story_1946_and_Newer      Residential_Low_Density
## 1202                  Two_Story_1946_and_Newer      Residential_Low_Density
## 1203                               Split_Foyer      Residential_Low_Density
## 1204                  Two_Story_1946_and_Newer      Residential_Low_Density
## 1205       One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 1206       One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 1207       One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 1208       One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 1209       One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 1210                       Split_or_Multilevel      Residential_Low_Density
## 1211       One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 1212       One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 1213                       Split_or_Multilevel      Residential_Low_Density
## 1215       One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 1216       One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 1217       One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 1218       One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 1219       One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 1223                  Two_Story_1945_and_Older      Residential_Low_Density
## 1224       One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 1225      One_and_Half_Story_Finished_All_Ages      Residential_Low_Density
## 1226       One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 1227                       Split_or_Multilevel      Residential_Low_Density
## 1228       One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 1229                  Two_Story_1946_and_Newer      Residential_Low_Density
## 1230       One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 1231       One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 1232       One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 1233                       Split_or_Multilevel      Residential_Low_Density
## 1234                  Two_Story_1946_and_Newer      Residential_Low_Density
## 1235       One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 1236       One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 1237       One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 1238       One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 1239       One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 1240       One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 1241       One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 1242       One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 1243       One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 1244       One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 1245       One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 1246       One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 1247       One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 1248       One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 1249       One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 1250       One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 1251       One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 1253      One_and_Half_Story_Finished_All_Ages      Residential_Low_Density
## 1254                Duplex_All_Styles_and_Ages      Residential_Low_Density
## 1255       One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 1256      One_and_Half_Story_Finished_All_Ages      Residential_Low_Density
## 1257      One_and_Half_Story_Finished_All_Ages      Residential_Low_Density
## 1258                  One_Story_1945_and_Older      Residential_Low_Density
## 1259      One_and_Half_Story_Finished_All_Ages      Residential_Low_Density
## 1260 Two_Family_conversion_All_Styles_and_Ages      Residential_Low_Density
## 1261                  Two_Story_1946_and_Newer      Residential_Low_Density
## 1262       One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 1264       One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 1265       One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 1266       One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 1267       One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 1268       One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 1269       One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 1270                       Split_or_Multilevel      Residential_Low_Density
## 1271       One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 1272       One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 1273       One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 1274      One_and_Half_Story_Finished_All_Ages      Residential_Low_Density
## 1275    One_and_Half_Story_Unfinished_All_Ages      Residential_Low_Density
## 1276    One_and_Half_Story_Unfinished_All_Ages      Residential_Low_Density
## 1277      One_and_Half_Story_Finished_All_Ages      Residential_Low_Density
## 1278                Duplex_All_Styles_and_Ages      Residential_Low_Density
## 1279      One_and_Half_Story_Finished_All_Ages      Residential_Low_Density
## 1280       One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 1281                  Two_Story_1946_and_Newer      Residential_Low_Density
## 1282                  Two_Story_1946_and_Newer      Residential_Low_Density
## 1283       One_Story_1946_and_Newer_All_Styles      Residential_Low_Density
## 1284       One_Story_1946_and_Newer_All_Styles   Residential_Medium_Density
## 1286                  Two_Story_1945_and_Older   Residential_Medium_Density
## 1287      One_and_Half_Story_Finished_All_Ages   Residential_Medium_Density
## 1288                  Two_Story_1945_and_Older   Residential_Medium_Density
## 1289      One_and_Half_Story_Finished_All_Ages   Residential_Medium_Density
## 1290                  One_Story_1945_and_Older   Residential_Medium_Density
## 1291               Two_and_Half_Story_All_Ages   Residential_Medium_Density
## 1292 Two_Family_conversion_All_Styles_and_Ages   Residential_Medium_Density
## 1293      One_and_Half_Story_Finished_All_Ages   Residential_Medium_Density
## 1294      One_and_Half_Story_Finished_All_Ages   Residential_Medium_Density
## 1295      One_and_Half_Story_Finished_All_Ages   Residential_Medium_Density
## 1296                  One_Story_1945_and_Older   Residential_Medium_Density
## 1298                  One_Story_1945_and_Older   Residential_Medium_Density
## 1299      One_and_Half_Story_Finished_All_Ages   Residential_Medium_Density
## 1300       One_Story_1946_and_Newer_All_Styles   Residential_Medium_Density
## 1301       One_Story_1946_and_Newer_All_Styles   Residential_Medium_Density
## 1302      One_and_Half_Story_Finished_All_Ages   Residential_Medium_Density
## 1303       One_Story_1946_and_Newer_All_Styles   Residential_Medium_Density
## 1304       One_Story_1946_and_Newer_All_Styles   Residential_Medium_Density
## 1305       One_Story_1946_and_Newer_All_Styles   Residential_Medium_Density
## 1309      One_and_Half_Story_Finished_All_Ages   Residential_Medium_Density
## 1310               Two_and_Half_Story_All_Ages   Residential_Medium_Density
## 1311                  Two_Story_1945_and_Older   Residential_Medium_Density
## 1312      One_and_Half_Story_Finished_All_Ages   Residential_Medium_Density
## 1315                  Two_Story_1945_and_Older   Residential_Medium_Density
## 1316                  Two_Story_1945_and_Older   Residential_Medium_Density
## 1317 Two_Family_conversion_All_Styles_and_Ages   Residential_Medium_Density
## 1318               Two_and_Half_Story_All_Ages   Residential_Medium_Density
## 1320      One_and_Half_Story_Finished_All_Ages   Residential_Medium_Density
## 1323                  Two_Story_1945_and_Older   Residential_Medium_Density
## 1324       One_Story_1946_and_Newer_All_Styles   Residential_Medium_Density
## 1325      One_and_Half_Story_Finished_All_Ages   Residential_Medium_Density
## 1326       One_Story_1946_and_Newer_All_Styles   Residential_Medium_Density
## 1327       One_Story_1946_and_Newer_All_Styles   Residential_Medium_Density
## 1328                  One_Story_1945_and_Older      Residential_Low_Density
## 1331      One_and_Half_Story_Finished_All_Ages      Residential_Low_Density
## 1332    One_and_Half_Story_Unfinished_All_Ages   Residential_Medium_Density
## 1333      One_and_Half_Story_Finished_All_Ages   Residential_Medium_Density
## 1334                  Two_Story_1945_and_Older   Residential_Medium_Density
## 1335      One_and_Half_Story_Finished_All_Ages   Residential_Medium_Density
## 1336                  One_Story_1945_and_Older   Residential_Medium_Density
## 1337      One_and_Half_Story_Finished_All_Ages   Residential_Medium_Density
## 1338      One_and_Half_Story_Finished_All_Ages   Residential_Medium_Density
##      Lot_Frontage Lot_Area Street           Alley            Lot_Shape
## 1             141    31770   Pave No_Alley_Access   Slightly_Irregular
## 2              80    11622   Pave No_Alley_Access              Regular
## 4              93    11160   Pave No_Alley_Access              Regular
## 5              74    13830   Pave No_Alley_Access   Slightly_Irregular
## 6              78     9978   Pave No_Alley_Access   Slightly_Irregular
## 7              41     4920   Pave No_Alley_Access              Regular
## 8              43     5005   Pave No_Alley_Access   Slightly_Irregular
## 9              39     5389   Pave No_Alley_Access   Slightly_Irregular
## 10             60     7500   Pave No_Alley_Access              Regular
## 11             75    10000   Pave No_Alley_Access   Slightly_Irregular
## 12              0     7980   Pave No_Alley_Access   Slightly_Irregular
## 13             63     8402   Pave No_Alley_Access   Slightly_Irregular
## 14             85    10176   Pave No_Alley_Access              Regular
## 15              0     6820   Pave No_Alley_Access   Slightly_Irregular
## 16             47    53504   Pave No_Alley_Access Moderately_Irregular
## 19            140    19138   Pave No_Alley_Access              Regular
## 20             85    13175   Pave No_Alley_Access              Regular
## 21            105    11751   Pave No_Alley_Access   Slightly_Irregular
## 22             85    10625   Pave No_Alley_Access              Regular
## 23              0     7500   Pave No_Alley_Access              Regular
## 24              0    11241   Pave No_Alley_Access   Slightly_Irregular
## 25              0    12537   Pave No_Alley_Access   Slightly_Irregular
## 26             65     8450   Pave No_Alley_Access              Regular
## 27             70     8400   Pave No_Alley_Access              Regular
## 29             26     5858   Pave No_Alley_Access   Slightly_Irregular
## 30             21     1680   Pave No_Alley_Access              Regular
## 31             21     1680   Pave No_Alley_Access              Regular
## 32             21     1680   Pave No_Alley_Access              Regular
## 33             53     4043   Pave No_Alley_Access              Regular
## 34             24     2280   Pave No_Alley_Access              Regular
## 35             24     2280   Pave No_Alley_Access              Regular
## 36             24     2280   Pave No_Alley_Access              Regular
## 37            102    12858   Pave No_Alley_Access   Slightly_Irregular
## 38             98    11478   Pave No_Alley_Access              Regular
## 39             83    10159   Pave No_Alley_Access   Slightly_Irregular
## 40             94    12883   Pave No_Alley_Access   Slightly_Irregular
## 41             95    12182   Pave No_Alley_Access              Regular
## 42             90    11520   Pave No_Alley_Access              Regular
## 43             79    14122   Pave No_Alley_Access   Slightly_Irregular
## 44             70    10171   Pave No_Alley_Access   Slightly_Irregular
## 45            100    12919   Pave No_Alley_Access   Slightly_Irregular
## 46             44     6371   Pave No_Alley_Access   Slightly_Irregular
## 47            110    14300   Pave No_Alley_Access              Regular
## 48            105    13650   Pave No_Alley_Access              Regular
## 49             61     7658   Pave No_Alley_Access              Regular
## 50             41     7132   Pave No_Alley_Access   Slightly_Irregular
## 51             36     2628   Pave No_Alley_Access              Regular
## 52            100    18494   Pave No_Alley_Access   Slightly_Irregular
## 53             43     3203   Pave No_Alley_Access              Regular
## 54             43     3182   Pave No_Alley_Access              Regular
## 55             67    13300   Pave No_Alley_Access   Slightly_Irregular
## 56              0     7851   Pave No_Alley_Access              Regular
## 57             63     8577   Pave No_Alley_Access   Slightly_Irregular
## 58              0     7750   Pave No_Alley_Access   Slightly_Irregular
## 59              0     9505   Pave No_Alley_Access   Slightly_Irregular
## 60            108    14774   Pave No_Alley_Access   Slightly_Irregular
## 61             60    17433   Pave No_Alley_Access Moderately_Irregular
## 62             59    10593   Pave No_Alley_Access   Slightly_Irregular
## 63             98    12256   Pave No_Alley_Access   Slightly_Irregular
## 64             92    11764   Pave No_Alley_Access   Slightly_Irregular
## 65             58    16770   Pave No_Alley_Access Moderately_Irregular
## 66             56    14720   Pave No_Alley_Access   Slightly_Irregular
## 67             73     8987   Pave No_Alley_Access              Regular
## 68             92     9215   Pave No_Alley_Access              Regular
## 70             75     9000   Pave No_Alley_Access              Regular
## 71            100    12552   Pave No_Alley_Access              Regular
## 72             84    10440   Pave No_Alley_Access              Regular
## 73             76    10142   Pave No_Alley_Access   Slightly_Irregular
## 74             70    11920   Pave No_Alley_Access              Regular
## 75              0     8880   Pave No_Alley_Access   Slightly_Irregular
## 76             50     8012   Pave No_Alley_Access              Regular
## 77             70    11218   Pave No_Alley_Access              Regular
## 78             55     7892   Pave No_Alley_Access              Regular
## 79             50     7175   Pave No_Alley_Access              Regular
## 81             81     9672   Pave No_Alley_Access              Regular
## 82             70     8400   Pave No_Alley_Access              Regular
## 83             70     9800   Pave No_Alley_Access              Regular
## 84             68     8930   Pave No_Alley_Access              Regular
## 85             88    11782   Pave No_Alley_Access   Slightly_Irregular
## 86             65     8450   Pave No_Alley_Access              Regular
## 87              0     9819   Pave No_Alley_Access   Slightly_Irregular
## 88             75     7500   Pave No_Alley_Access              Regular
## 89              0     6897   Pave No_Alley_Access   Slightly_Irregular
## 91            107    10186   Pave No_Alley_Access   Slightly_Irregular
## 92             85    13143   Pave No_Alley_Access   Slightly_Irregular
## 93             88    11134   Pave No_Alley_Access              Regular
## 94             25     4835   Pave No_Alley_Access   Slightly_Irregular
## 95             39     3515   Pave           Paved              Regular
## 96             30     3215   Pave           Paved              Regular
## 97             30     3182   Pave           Paved              Regular
## 98             24     2544   Pave           Paved              Regular
## 99             24     2544   Pave           Paved              Regular
## 100             0     4403   Pave No_Alley_Access Moderately_Irregular
## 101             0     2117   Pave No_Alley_Access              Regular
## 102             0     2980   Pave No_Alley_Access              Regular
## 103            24     2572   Pave No_Alley_Access              Regular
## 104             0     2403   Pave No_Alley_Access   Slightly_Irregular
## 106            68     7379   Pave No_Alley_Access   Slightly_Irregular
## 109             0    13517   Pave No_Alley_Access   Slightly_Irregular
## 110            80     8000   Pave No_Alley_Access              Regular
## 111             0    10456   Pave No_Alley_Access   Slightly_Irregular
## 112            80    10791   Pave No_Alley_Access              Regular
## 113             0    10603   Pave No_Alley_Access   Slightly_Irregular
## 114             0    18837   Pave No_Alley_Access   Slightly_Irregular
## 115            80    10421   Pave No_Alley_Access              Regular
## 116            78     9360   Pave No_Alley_Access              Regular
## 117            80     9600   Pave No_Alley_Access              Regular
## 118            80     9600   Pave No_Alley_Access              Regular
## 119             0     9790   Pave No_Alley_Access              Regular
## 120            77     9320   Pave No_Alley_Access   Slightly_Irregular
## 121            90     9900   Pave No_Alley_Access              Regular
## 122            88     9680   Pave No_Alley_Access              Regular
## 123             0    10600   Pave           Paved   Slightly_Irregular
## 124             0    14112   Pave No_Alley_Access   Slightly_Irregular
## 125            80     8800   Pave No_Alley_Access              Regular
## 127            68     9717   Pave No_Alley_Access              Regular
## 128            68     9724   Pave No_Alley_Access              Regular
## 129           120    17360   Pave No_Alley_Access              Regular
## 130            50     7207   Pave No_Alley_Access   Slightly_Irregular
## 132            80     9920   Pave No_Alley_Access              Regular
## 133            80     9600   Pave No_Alley_Access              Regular
## 134            78     7800   Pave No_Alley_Access              Regular
## 135            75    11380   Pave No_Alley_Access   Slightly_Irregular
## 136            80    11600   Pave No_Alley_Access              Regular
## 137             0    19900   Pave No_Alley_Access              Regular
## 138           137    16492   Pave No_Alley_Access   Slightly_Irregular
## 139            70     8267   Pave No_Alley_Access              Regular
## 140            70     8197   Pave No_Alley_Access              Regular
## 141             0     8050   Pave No_Alley_Access   Slightly_Irregular
## 142            70    10552   Pave No_Alley_Access   Slightly_Irregular
## 143            70     8400   Pave No_Alley_Access              Regular
## 144            73     8760   Pave No_Alley_Access              Regular
## 145             0    12160   Pave No_Alley_Access   Slightly_Irregular
## 146            73     9300   Pave No_Alley_Access              Regular
## 147            87    10725   Pave No_Alley_Access   Slightly_Irregular
## 148            80    10032   Pave No_Alley_Access              Regular
## 149            60     8382   Pave No_Alley_Access              Regular
## 150            60    10950   Pave No_Alley_Access              Regular
## 151           119    10895   Pave No_Alley_Access              Regular
## 152            70    13587   Pave No_Alley_Access              Regular
## 153            68     7922   Pave No_Alley_Access              Regular
## 154            65     7898   Pave No_Alley_Access              Regular
## 155            60     7200   Pave No_Alley_Access              Regular
## 156            85    10200   Pave No_Alley_Access              Regular
## 157            74     5868   Pave No_Alley_Access              Regular
## 158            78    17503   Pave No_Alley_Access              Regular
## 159            64     6979   Pave No_Alley_Access              Regular
## 160             0     9830   Pave No_Alley_Access   Slightly_Irregular
## 162            60     8064   Pave No_Alley_Access              Regular
## 163            75     7500   Pave No_Alley_Access              Regular
## 164            71     8520   Pave No_Alley_Access              Regular
## 165            60     7200   Pave No_Alley_Access              Regular
## 166            87    10000   Pave No_Alley_Access   Slightly_Irregular
## 167            81     7635   Pave No_Alley_Access   Slightly_Irregular
## 168            80     9760   Pave No_Alley_Access              Regular
## 169            70     7700   Pave No_Alley_Access              Regular
## 170            60     4800   Pave No_Alley_Access              Regular
## 171            55     8800   Pave          Gravel              Regular
## 172            56     4485   Pave          Gravel              Regular
## 173            56     8960   Pave          Gravel              Regular
## 174            69     5805   Pave          Gravel              Regular
## 175            60     5790   Pave No_Alley_Access              Regular
## 176            47     4608   Pave No_Alley_Access              Regular
## 177            60     7200   Pave No_Alley_Access              Regular
## 178            50     5500   Pave No_Alley_Access              Regular
## 179            50     6900   Pave No_Alley_Access              Regular
## 180            69    11851   Pave No_Alley_Access              Regular
## 181             0     8239   Pave No_Alley_Access              Regular
## 183            60     8520   Pave No_Alley_Access              Regular
## 184            60     9600   Pave          Gravel              Regular
## 185            60    10800   Pave No_Alley_Access              Regular
## 186            50     9000   Pave          Gravel              Regular
## 188            90     7407   Pave No_Alley_Access              Regular
## 189            60     7740   Pave No_Alley_Access              Regular
## 190            60    11340   Pave No_Alley_Access              Regular
## 191            60    10560   Pave No_Alley_Access              Regular
## 192            53     5830   Pave No_Alley_Access              Regular
## 193             0     7793   Pave No_Alley_Access   Slightly_Irregular
## 194            50     5000   Pave No_Alley_Access              Regular
## 195            50     6000   Pave No_Alley_Access              Regular
## 196            50     6000   Pave No_Alley_Access              Regular
## 197            53     6360   Pave No_Alley_Access              Regular
## 198            50     6000   Pave No_Alley_Access              Regular
## 199            52     6240   Pave No_Alley_Access              Regular
## 200            52     6240   Pave No_Alley_Access              Regular
## 201            51     6120   Pave No_Alley_Access              Regular
## 202            50    10300   Pave No_Alley_Access   Slightly_Irregular
## 203            57     8094   Pave          Gravel              Regular
## 204            60    12900   Pave          Gravel              Regular
## 205            52     3068   Pave          Gravel              Regular
## 208            76     7630   Pave No_Alley_Access              Regular
## 209             0    24090   Pave No_Alley_Access              Regular
## 210           100    15263   Pave No_Alley_Access   Slightly_Irregular
## 212            60     9900   Pave No_Alley_Access              Regular
## 213            65     6001   Pave No_Alley_Access   Slightly_Irregular
## 215            60     6048   Pave No_Alley_Access              Regular
## 216            54     6342   Pave No_Alley_Access              Regular
## 217            72    10773   Pave No_Alley_Access              Regular
## 218            72    10778   Pave No_Alley_Access              Regular
## 219            75    11625   Pave No_Alley_Access              Regular
## 220             0    11341   Pave No_Alley_Access   Slightly_Irregular
## 221            70     8521   Pave No_Alley_Access              Regular
## 222             0     8246   Pave No_Alley_Access   Slightly_Irregular
## 223            65     7800   Pave No_Alley_Access              Regular
## 224            80     9364   Pave No_Alley_Access              Regular
## 225            65     7832   Pave No_Alley_Access              Regular
## 226             0     7424   Pave No_Alley_Access   Slightly_Irregular
## 227            86    11227   Pave No_Alley_Access              Regular
## 228             0    11616   Pave No_Alley_Access   Slightly_Irregular
## 229            80    14000   Pave No_Alley_Access              Regular
## 230             0    20062   Pave No_Alley_Access   Slightly_Irregular
## 231            94     9259   Pave No_Alley_Access              Regular
## 232            60     9600   Pave No_Alley_Access              Regular
## 234             0    17082   Pave No_Alley_Access   Slightly_Irregular
## 235           124    18600   Pave No_Alley_Access              Regular
## 236            85    10625   Pave No_Alley_Access              Regular
## 237            65    11479   Pave No_Alley_Access              Regular
## 238            68     9571   Pave No_Alley_Access              Regular
## 239            50     9350   Pave No_Alley_Access              Regular
## 240            75     9525   Pave No_Alley_Access              Regular
## 241            83    10420   Pave No_Alley_Access              Regular
## 243             0    11200   Pave No_Alley_Access   Slightly_Irregular
## 244            60    11100   Pave No_Alley_Access              Regular
## 245            77     9206   Pave No_Alley_Access              Regular
## 246            83    11980   Pave No_Alley_Access              Regular
## 247            87    12361   Pave No_Alley_Access   Slightly_Irregular
## 248            80     9938   Pave No_Alley_Access              Regular
## 249            73     9069   Pave No_Alley_Access              Regular
## 250            64    10475   Pave No_Alley_Access   Slightly_Irregular
## 251            64     6762   Pave No_Alley_Access              Regular
## 252            94    10402   Pave No_Alley_Access   Slightly_Irregular
## 253            64     7360   Pave No_Alley_Access              Regular
## 254            90    12376   Pave No_Alley_Access              Regular
## 255            82    14235   Pave No_Alley_Access   Slightly_Irregular
## 256            80     8816   Pave No_Alley_Access              Regular
## 257            82    11105   Pave No_Alley_Access              Regular
## 258             0     9337   Pave No_Alley_Access   Slightly_Irregular
## 259            70     8750   Pave No_Alley_Access              Regular
## 260            38    15240   Pave No_Alley_Access   Slightly_Irregular
## 261             0    10900   Pave No_Alley_Access   Slightly_Irregular
## 262            75    10650   Pave No_Alley_Access              Regular
## 263            68     7480   Pave No_Alley_Access              Regular
## 264            80    10389   Pave No_Alley_Access              Regular
## 265             0    11423   Pave No_Alley_Access              Regular
## 266            44     9548   Pave No_Alley_Access   Slightly_Irregular
## 267            75     9375   Pave No_Alley_Access              Regular
## 268            48    12137   Pave No_Alley_Access Moderately_Irregular
## 269             0     4435   Pave No_Alley_Access              Regular
## 270             0     4426   Pave No_Alley_Access              Regular
## 271            48    10635   Pave No_Alley_Access Moderately_Irregular
## 272            70     8400   Pave No_Alley_Access              Regular
## 273            65     8773   Pave No_Alley_Access              Regular
## 274            67     8777   Pave No_Alley_Access              Regular
## 277            60    10044   Pave No_Alley_Access   Slightly_Irregular
## 278            89    11792   Pave No_Alley_Access              Regular
## 279            65     6305   Pave No_Alley_Access              Regular
## 280            94     7819   Pave No_Alley_Access              Regular
## 281            64     6410   Pave No_Alley_Access              Regular
## 282            80     8546   Pave No_Alley_Access              Regular
## 283            52     8741   Pave No_Alley_Access              Regular
## 285            68     8562   Pave No_Alley_Access              Regular
## 286            67     4853   Pave No_Alley_Access              Regular
## 287            66     6858   Pave No_Alley_Access              Regular
## 288            45     8212   Pave          Gravel              Regular
## 289            50     5000   Pave           Paved              Regular
## 290             0     7890   Pave No_Alley_Access              Regular
## 293            50     9638   Pave No_Alley_Access              Regular
## 294            78    10452   Pave No_Alley_Access   Slightly_Irregular
## 295            78    15600   Pave No_Alley_Access              Regular
## 296            66     9042   Pave No_Alley_Access              Regular
## 297           100    17500   Pave No_Alley_Access              Regular
## 298            85    19645   Pave No_Alley_Access   Slightly_Irregular
## 299            35     3907   Pave No_Alley_Access   Slightly_Irregular
## 300            35     3907   Pave No_Alley_Access   Slightly_Irregular
## 301           100    15602   Pave No_Alley_Access   Slightly_Irregular
## 302            40     5436   Pave No_Alley_Access              Regular
## 304            50     9140   Pave No_Alley_Access              Regular
## 305            60     7500   Pave No_Alley_Access              Regular
## 306            66     8712   Pave           Paved              Regular
## 307            66     8712   Grvl No_Alley_Access              Regular
## 308            66     8712   Grvl No_Alley_Access              Regular
## 309            44     3811   Pave No_Alley_Access   Slightly_Irregular
## 310            85    11050   Pave No_Alley_Access              Regular
## 311            74     9620   Pave No_Alley_Access              Regular
## 312           129     9196   Pave No_Alley_Access   Slightly_Irregular
## 313             0    12328   Pave No_Alley_Access   Slightly_Irregular
## 314             0    12760   Pave No_Alley_Access   Slightly_Irregular
## 315             0    57200   Pave No_Alley_Access   Slightly_Irregular
## 316            88    11896   Pave No_Alley_Access   Slightly_Irregular
## 317            73     9803   Pave No_Alley_Access              Regular
## 318            73     9802   Pave No_Alley_Access              Regular
## 319            92    12003   Pave No_Alley_Access              Regular
## 320            80    11316   Pave No_Alley_Access              Regular
## 321            85    14191   Pave No_Alley_Access              Regular
## 322            89    13214   Pave No_Alley_Access   Slightly_Irregular
## 323            85    15300   Pave No_Alley_Access              Regular
## 324            93    10114   Pave No_Alley_Access              Regular
## 325            94     9400   Pave No_Alley_Access              Regular
## 326             0    11875   Pave No_Alley_Access              Regular
## 327             0     1974   Pave No_Alley_Access              Regular
## 328            31     2394   Pave No_Alley_Access              Regular
## 329            36     2592   Pave No_Alley_Access              Regular
## 330            21     1476   Pave No_Alley_Access              Regular
## 331            21     1491   Pave No_Alley_Access              Regular
## 332            21     1900   Pave No_Alley_Access              Regular
## 333            21     1890   Pave No_Alley_Access              Regular
## 334            50     6953   Pave No_Alley_Access              Regular
## 335             0    26142   Pave No_Alley_Access   Slightly_Irregular
## 336            76    12887   Pave No_Alley_Access              Regular
## 338            63    10475   Pave No_Alley_Access              Regular
## 339            68    10544   Pave No_Alley_Access   Slightly_Irregular
## 340            76     9892   Pave No_Alley_Access              Regular
## 341            74    12961   Pave No_Alley_Access              Regular
## 342            74    13008   Pave No_Alley_Access   Slightly_Irregular
## 343            85    10200   Pave No_Alley_Access              Regular
## 344            75    13860   Pave No_Alley_Access              Regular
## 345            88    10179   Pave No_Alley_Access   Slightly_Irregular
## 346             0    11792   Pave No_Alley_Access   Slightly_Irregular
## 347            60     8400   Pave No_Alley_Access              Regular
## 348            42    14892   Pave No_Alley_Access   Slightly_Irregular
## 349             0     8530   Pave No_Alley_Access   Slightly_Irregular
## 350            28     7296   Pave No_Alley_Access   Slightly_Irregular
## 351            40     5664   Pave No_Alley_Access   Slightly_Irregular
## 352            61     7380   Pave No_Alley_Access   Slightly_Irregular
## 353            57     8013   Pave No_Alley_Access   Slightly_Irregular
## 354            57     8923   Pave No_Alley_Access   Slightly_Irregular
## 355            74    10141   Pave No_Alley_Access   Slightly_Irregular
## 356            60     7500   Pave No_Alley_Access              Regular
## 357            59     7837   Pave No_Alley_Access   Slightly_Irregular
## 358             0     9765   Pave No_Alley_Access Moderately_Irregular
## 359             0     8803   Pave No_Alley_Access   Slightly_Irregular
## 360            58     7250   Pave No_Alley_Access              Regular
## 361             0     9636   Pave No_Alley_Access   Slightly_Irregular
## 362            65     8125   Pave No_Alley_Access              Regular
## 363             0     9248   Pave No_Alley_Access   Slightly_Irregular
## 364             0    10762   Pave No_Alley_Access   Slightly_Irregular
## 365            99    11851   Pave No_Alley_Access              Regular
## 366             0     5814   Pave No_Alley_Access   Slightly_Irregular
## 367            63    17423   Pave No_Alley_Access   Slightly_Irregular
## 368            80    11844   Pave No_Alley_Access   Slightly_Irregular
## 369           124    16158   Pave No_Alley_Access   Slightly_Irregular
## 370            85    11900   Pave No_Alley_Access              Regular
## 371            94    13005   Pave No_Alley_Access   Slightly_Irregular
## 372            48    17043   Pave No_Alley_Access   Slightly_Irregular
## 373            85    11900   Pave No_Alley_Access              Regular
## 374             0    16635   Pave No_Alley_Access   Slightly_Irregular
## 376            80    10928   Pave No_Alley_Access              Regular
## 377             0    12388   Pave No_Alley_Access   Slightly_Irregular
## 378             0    14115   Pave No_Alley_Access              Regular
## 379            80    11088   Pave No_Alley_Access              Regular
## 381            82    11880   Pave No_Alley_Access   Slightly_Irregular
## 382            80    10400   Pave No_Alley_Access              Regular
## 383             0    10304   Pave No_Alley_Access   Slightly_Irregular
## 384            70     7000   Pave No_Alley_Access              Regular
## 385            75     8004   Pave No_Alley_Access   Slightly_Irregular
## 387             0     8470   Pave No_Alley_Access              Regular
## 388             0     9373   Pave No_Alley_Access   Slightly_Irregular
## 389            78    10140   Pave No_Alley_Access              Regular
## 390            85    11050   Pave No_Alley_Access   Slightly_Irregular
## 391            78    10140   Pave No_Alley_Access              Regular
## 392             0    10448   Pave No_Alley_Access   Slightly_Irregular
## 393            60     9000   Pave No_Alley_Access              Regular
## 394             0     8750   Pave No_Alley_Access   Slightly_Irregular
## 395            61     7930   Pave No_Alley_Access              Regular
## 396             0     7830   Pave No_Alley_Access   Slightly_Irregular
## 397             0     8510   Pave No_Alley_Access   Slightly_Irregular
## 398            60     7038   Pave No_Alley_Access              Regular
## 399            60     6960   Pave No_Alley_Access              Regular
## 400            70     8120   Pave No_Alley_Access              Regular
## 401            70    10500   Pave No_Alley_Access              Regular
## 402            60     9000   Pave No_Alley_Access              Regular
## 403            21     1680   Pave No_Alley_Access              Regular
## 404            24     2368   Pave No_Alley_Access              Regular
## 405            21     1680   Pave No_Alley_Access              Regular
## 406            21     1680   Pave No_Alley_Access              Regular
## 407            21     1680   Pave No_Alley_Access              Regular
## 408            21     1680   Pave No_Alley_Access              Regular
## 409             0     4928   Pave No_Alley_Access   Slightly_Irregular
## 410            24     2308   Pave No_Alley_Access              Regular
## 411            24     2280   Pave No_Alley_Access              Regular
## 412            24     2280   Pave No_Alley_Access              Regular
## 413            24     2308   Pave No_Alley_Access              Regular
## 414            24     2349   Pave No_Alley_Access              Regular
## 415            24     2364   Pave No_Alley_Access              Regular
## 416            24     2289   Pave No_Alley_Access              Regular
## 417            24     2364   Pave No_Alley_Access              Regular
## 418            24     2104   Pave No_Alley_Access              Regular
## 419            65     7150   Pave No_Alley_Access              Regular
## 420             0    10710   Pave No_Alley_Access              Regular
## 421            96    12456   Pave No_Alley_Access              Regular
## 422           110    14257   Pave No_Alley_Access              Regular
## 423           104    13518   Pave No_Alley_Access              Regular
## 424           105    15431   Pave No_Alley_Access              Regular
## 425           108    13173   Pave No_Alley_Access   Slightly_Irregular
## 426           110    14230   Pave No_Alley_Access              Regular
## 427            98    12704   Pave No_Alley_Access              Regular
## 428            95    12350   Pave No_Alley_Access              Regular
## 429            96    11308   Pave No_Alley_Access   Slightly_Irregular
## 430            95    12350   Pave No_Alley_Access              Regular
## 431            94    12220   Pave No_Alley_Access              Regular
## 434           107    13891   Pave No_Alley_Access              Regular
## 435            95    11578   Pave No_Alley_Access              Regular
## 436           129    16870   Pave No_Alley_Access   Slightly_Irregular
## 437            59    23303   Pave No_Alley_Access            Irregular
## 438            87    11146   Pave No_Alley_Access   Slightly_Irregular
## 440            76     9591   Pave No_Alley_Access              Regular
## 441            77    10872   Pave No_Alley_Access   Slightly_Irregular
## 442           102    13514   Pave No_Alley_Access   Slightly_Irregular
## 443            74     8834   Pave No_Alley_Access              Regular
## 444           107    11362   Pave No_Alley_Access   Slightly_Irregular
## 445            85    10655   Pave No_Alley_Access   Slightly_Irregular
## 446            90    12878   Pave No_Alley_Access   Slightly_Irregular
## 447            79     9541   Pave No_Alley_Access   Slightly_Irregular
## 448           103    13472   Pave No_Alley_Access              Regular
## 449           110    15274   Pave No_Alley_Access   Slightly_Irregular
## 450            96    13262   Pave No_Alley_Access   Slightly_Irregular
## 451            70     9658   Pave No_Alley_Access   Slightly_Irregular
## 452            47     6904   Pave No_Alley_Access   Slightly_Irregular
## 453            34     5381   Pave No_Alley_Access   Slightly_Irregular
## 454            34     5122   Pave No_Alley_Access   Slightly_Irregular
## 455            80    10307   Pave No_Alley_Access   Slightly_Irregular
## 456            34     5001   Pave No_Alley_Access   Slightly_Irregular
## 457           100    14836   Pave No_Alley_Access   Slightly_Irregular
## 458           117    15262   Pave No_Alley_Access   Slightly_Irregular
## 459            44     7390   Pave No_Alley_Access   Slightly_Irregular
## 460            48     6472   Pave No_Alley_Access              Regular
## 461           129    16770   Pave No_Alley_Access              Regular
## 462            48     6240   Pave No_Alley_Access              Regular
## 463            48     3480   Pave No_Alley_Access              Regular
## 464            36     2268   Pave No_Alley_Access              Regular
## 465            63    10928   Pave No_Alley_Access              Regular
## 466            57     8918   Pave No_Alley_Access   Slightly_Irregular
## 467           149    12589   Pave No_Alley_Access Moderately_Irregular
## 468           122    11911   Pave No_Alley_Access Moderately_Irregular
## 469            53     3684   Pave No_Alley_Access              Regular
## 470            51     3635   Pave No_Alley_Access              Regular
## 471            43     3182   Pave No_Alley_Access              Regular
## 472            43     3182   Pave No_Alley_Access              Regular
## 473            43     3182   Pave No_Alley_Access              Regular
## 474            43     3182   Pave No_Alley_Access              Regular
## 475            71     7795   Pave No_Alley_Access   Slightly_Irregular
## 477            59     9434   Pave No_Alley_Access   Slightly_Irregular
## 478            62     7984   Pave No_Alley_Access   Slightly_Irregular
## 479             0     7750   Pave No_Alley_Access              Regular
## 480            61    10125   Pave No_Alley_Access   Slightly_Irregular
## 481             0     8965   Pave No_Alley_Access   Slightly_Irregular
## 482             0     8174   Pave No_Alley_Access   Slightly_Irregular
## 484             0     8795   Pave No_Alley_Access   Slightly_Irregular
## 485             0    12891   Pave No_Alley_Access   Slightly_Irregular
## 486             0    12224   Pave No_Alley_Access   Slightly_Irregular
## 487            61     9734   Pave No_Alley_Access   Slightly_Irregular
## 488            60     8123   Pave No_Alley_Access   Slightly_Irregular
## 489            42     8433   Pave No_Alley_Access   Slightly_Irregular
## 490            62     7750   Pave No_Alley_Access              Regular
## 492             0    24682   Pave No_Alley_Access            Irregular
## 494            64     7848   Pave No_Alley_Access   Slightly_Irregular
## 495            82     9430   Pave No_Alley_Access              Regular
## 496           174    15138   Pave No_Alley_Access   Slightly_Irregular
## 497           106    12720   Pave No_Alley_Access              Regular
## 498             0    16545   Pave No_Alley_Access   Slightly_Irregular
## 499            98    12203   Pave No_Alley_Access   Slightly_Irregular
## 500            79    10208   Pave No_Alley_Access   Slightly_Irregular
## 501             0    10750   Pave No_Alley_Access   Slightly_Irregular
## 502            90     9900   Pave No_Alley_Access              Regular
## 503            79     9085   Pave No_Alley_Access              Regular
## 504             0    11692   Pave No_Alley_Access   Slightly_Irregular
## 505            52    46589   Pave No_Alley_Access Moderately_Irregular
## 506             0    29959   Pave No_Alley_Access Moderately_Irregular
## 507            74     9612   Pave No_Alley_Access              Regular
## 508            86    11194   Pave No_Alley_Access   Slightly_Irregular
## 509            78    10206   Pave No_Alley_Access              Regular
## 510            78     9262   Pave No_Alley_Access              Regular
## 511            85    10130   Pave No_Alley_Access              Regular
## 512            76     9139   Pave No_Alley_Access   Slightly_Irregular
## 513            75     9675   Pave No_Alley_Access              Regular
## 515            72     8640   Pave No_Alley_Access              Regular
## 516            75     9000   Pave No_Alley_Access              Regular
## 517            75     7862   Pave No_Alley_Access   Slightly_Irregular
## 518            90     7993   Pave No_Alley_Access   Slightly_Irregular
## 519            72     8640   Pave No_Alley_Access              Regular
## 520            72     8640   Pave No_Alley_Access              Regular
## 521           112    12606   Pave No_Alley_Access   Slightly_Irregular
## 522            85     9187   Pave No_Alley_Access              Regular
## 523            75     7500   Pave No_Alley_Access              Regular
## 524            85    11003   Pave No_Alley_Access              Regular
## 525            84    10603   Pave No_Alley_Access              Regular
## 526            85    10574   Pave No_Alley_Access              Regular
## 527            65     8125   Pave No_Alley_Access              Regular
## 528            65     8125   Pave No_Alley_Access              Regular
## 529            85    10625   Pave No_Alley_Access              Regular
## 530            75     9375   Pave No_Alley_Access              Regular
## 531            62     7500   Pave           Paved              Regular
## 532            68     8736   Pave No_Alley_Access   Slightly_Irregular
## 533            65     8127   Pave No_Alley_Access   Slightly_Irregular
## 534            80     9605   Pave No_Alley_Access              Regular
## 535            63     7500   Pave No_Alley_Access              Regular
## 536            63     7500   Pave No_Alley_Access              Regular
## 537            96    10628   Pave No_Alley_Access   Slightly_Irregular
## 538            76    10141   Pave No_Alley_Access   Slightly_Irregular
## 539            67    10083   Pave No_Alley_Access              Regular
## 540            63    13072   Pave No_Alley_Access              Regular
## 541            63    13072   Pave No_Alley_Access              Regular
## 542            60    12450   Pave No_Alley_Access              Regular
## 543            61     7328   Pave No_Alley_Access              Regular
## 544            43    11492   Pave No_Alley_Access   Slightly_Irregular
## 545            88    10994   Pave No_Alley_Access   Slightly_Irregular
## 546            65     8529   Pave No_Alley_Access   Slightly_Irregular
## 547            70     7703   Pave No_Alley_Access              Regular
## 548            75    10762   Pave No_Alley_Access              Regular
## 549            50     7175   Pave No_Alley_Access              Regular
## 550            70     9109   Pave No_Alley_Access              Regular
## 551             0    10274   Pave No_Alley_Access   Slightly_Irregular
## 552            75     8250   Pave No_Alley_Access              Regular
## 553            60     8400   Pave No_Alley_Access              Regular
## 554            60     9000   Pave No_Alley_Access              Regular
## 555            63     9750   Pave No_Alley_Access   Slightly_Irregular
## 556            71     7064   Pave No_Alley_Access              Regular
## 557             0     8499   Pave No_Alley_Access   Slightly_Irregular
## 558             0     9079   Pave No_Alley_Access   Slightly_Irregular
## 560             0     7791   Pave No_Alley_Access   Slightly_Irregular
## 561            80    10000   Pave No_Alley_Access              Regular
## 562            60     8281   Pave No_Alley_Access   Slightly_Irregular
## 563            65     7150   Pave No_Alley_Access              Regular
## 564             0    15676   Pave No_Alley_Access   Slightly_Irregular
## 565             0    11949   Pave No_Alley_Access              Regular
## 566            32     2880   Pave           Paved              Regular
## 567            40     3951   Pave           Paved              Regular
## 568            30     3000   Pave           Paved              Regular
## 569             0     3830   Pave           Paved   Slightly_Irregular
## 570             0     4217   Pave           Paved   Slightly_Irregular
## 571            34     3230   Pave           Paved              Regular
## 572            34     2998   Pave No_Alley_Access              Regular
## 573            35     3768   Pave No_Alley_Access              Regular
## 574            24     2645   Pave           Paved              Regular
## 575             0    14694   Pave No_Alley_Access   Slightly_Irregular
## 577           110    15417   Pave No_Alley_Access              Regular
## 578            80     9600   Pave No_Alley_Access              Regular
## 579             0     9991   Pave No_Alley_Access   Slightly_Irregular
## 580            78    11700   Pave No_Alley_Access              Regular
## 581             0    11717   Pave No_Alley_Access   Slightly_Irregular
## 582             0     9156   Pave No_Alley_Access   Slightly_Irregular
## 583             0    10382   Pave No_Alley_Access   Slightly_Irregular
## 584             0    12732   Pave No_Alley_Access   Slightly_Irregular
## 585             0    12936   Pave No_Alley_Access   Slightly_Irregular
## 586            80    10400   Pave No_Alley_Access              Regular
## 587             0    17871   Pave No_Alley_Access   Slightly_Irregular
## 588            80     9600   Pave No_Alley_Access              Regular
## 589            75     9000   Pave No_Alley_Access              Regular
## 590             0    13774   Pave No_Alley_Access   Slightly_Irregular
## 591            80     9650   Pave No_Alley_Access              Regular
## 592            78    10140   Pave No_Alley_Access              Regular
## 593            70     8400   Pave No_Alley_Access              Regular
## 594            62     7130   Pave No_Alley_Access              Regular
## 595            80     9600   Pave No_Alley_Access              Regular
## 596            70     9100   Pave No_Alley_Access              Regular
## 597            80     9600   Pave No_Alley_Access              Regular
## 598             0    16500   Pave No_Alley_Access              Regular
## 599             0     9790   Pave No_Alley_Access              Regular
## 600            60     7436   Pave No_Alley_Access              Regular
## 601            65     8125   Pave No_Alley_Access              Regular
## 603             0     9450   Pave No_Alley_Access   Slightly_Irregular
## 604             0    13495   Pave No_Alley_Access   Slightly_Irregular
## 605            85    11475   Pave No_Alley_Access              Regular
## 606           100    10004   Pave No_Alley_Access              Regular
## 607            85     9350   Pave No_Alley_Access              Regular
## 608           115    10500   Pave No_Alley_Access   Slightly_Irregular
## 609             0    11000   Pave No_Alley_Access   Slightly_Irregular
## 610             0     8970   Pave No_Alley_Access   Slightly_Irregular
## 611             0    12095   Pave No_Alley_Access   Slightly_Irregular
## 612            80     9600   Pave No_Alley_Access              Regular
## 613            85    11475   Pave No_Alley_Access              Regular
## 614            68     9768   Pave No_Alley_Access              Regular
## 615            50     5330   Pave No_Alley_Access              Regular
## 616             0     7015   Pave No_Alley_Access   Slightly_Irregular
## 617           128    12160   Pave No_Alley_Access              Regular
## 619            80     9600   Pave No_Alley_Access              Regular
## 620            80     9600   Pave No_Alley_Access              Regular
## 621            80     9600   Pave No_Alley_Access              Regular
## 622            80     9600   Pave No_Alley_Access              Regular
## 623            65     8944   Pave No_Alley_Access              Regular
## 624            92    10573   Pave No_Alley_Access   Slightly_Irregular
## 625             0     9500   Pave No_Alley_Access   Slightly_Irregular
## 626            80    14695   Pave No_Alley_Access   Slightly_Irregular
## 627            85    13600   Pave No_Alley_Access              Regular
## 628           100    13000   Pave No_Alley_Access              Regular
## 630             0    12513   Pave No_Alley_Access   Slightly_Irregular
## 631            73     8760   Pave No_Alley_Access              Regular
## 632            70     8400   Pave No_Alley_Access              Regular
## 633             0    12285   Pave No_Alley_Access   Slightly_Irregular
## 634            66     9240   Pave No_Alley_Access   Slightly_Irregular
## 635            80     9600   Pave No_Alley_Access              Regular
## 636            66    12400   Pave No_Alley_Access   Slightly_Irregular
## 637            70     8750   Pave No_Alley_Access              Regular
## 638            70     8750   Pave No_Alley_Access              Regular
## 639            80    10400   Pave No_Alley_Access              Regular
## 640           120    19296   Pave No_Alley_Access              Regular
## 641            74     8532   Pave No_Alley_Access              Regular
## 642            76     9482   Pave No_Alley_Access              Regular
## 643            53     8128   Pave No_Alley_Access   Slightly_Irregular
## 644            79    10634   Pave No_Alley_Access              Regular
## 645            67    13070   Pave No_Alley_Access              Regular
## 646            60    10434   Pave No_Alley_Access              Regular
## 647            75    14559   Pave No_Alley_Access              Regular
## 648            80     8480   Pave No_Alley_Access              Regular
## 649            60     7626   Pave No_Alley_Access              Regular
## 650            75     9533   Pave No_Alley_Access              Regular
## 652            78    11419   Pave No_Alley_Access              Regular
## 653            60     9600   Pave No_Alley_Access              Regular
## 654            50     8000   Pave No_Alley_Access              Regular
## 655            53     5470   Pave No_Alley_Access              Regular
## 656            60    10410   Pave No_Alley_Access              Regular
## 657            60    10800   Pave No_Alley_Access              Regular
## 658            80     8146   Pave No_Alley_Access              Regular
## 659            52     9022   Pave No_Alley_Access              Regular
## 660            60    10230   Pave          Gravel              Regular
## 661            60    10410   Pave          Gravel              Regular
## 662            60     7200   Pave No_Alley_Access              Regular
## 663            90     5400   Pave No_Alley_Access              Regular
## 665            60    10800   Pave          Gravel              Regular
## 666            60    10800   Pave          Gravel              Regular
## 667            81     9671   Pave No_Alley_Access              Regular
## 668            83    10143   Pave No_Alley_Access              Regular
## 669            77    11500   Pave No_Alley_Access   Slightly_Irregular
## 670            91    11643   Pave No_Alley_Access              Regular
## 671            62     8010   Pave No_Alley_Access              Regular
## 672            90    10454   Pave No_Alley_Access   Slightly_Irregular
## 673            64     8712   Pave No_Alley_Access   Slightly_Irregular
## 674             0    17600   Pave No_Alley_Access   Slightly_Irregular
## 675            80     9000   Pave No_Alley_Access   Slightly_Irregular
## 678            60     8064   Pave No_Alley_Access              Regular
## 680            60     7200   Pave No_Alley_Access              Regular
## 681            71     7350   Pave No_Alley_Access              Regular
## 682            70     7560   Pave No_Alley_Access              Regular
## 683            60     7200   Pave No_Alley_Access              Regular
## 684            80     8000   Pave No_Alley_Access              Regular
## 685            70     7931   Pave No_Alley_Access              Regular
## 686            60    10800   Pave No_Alley_Access              Regular
## 687            60     8064   Pave No_Alley_Access              Regular
## 688            76     7570   Pave No_Alley_Access              Regular
## 689            75     8604   Pave No_Alley_Access   Slightly_Irregular
## 690            80     7936   Pave No_Alley_Access              Regular
## 691            60     6600   Pave No_Alley_Access              Regular
## 692             0     3950   Pave          Gravel              Regular
## 693            60    10440   Pave          Gravel              Regular
## 694            68     4080   Pave          Gravel              Regular
## 695            57    10307   Pave          Gravel              Regular
## 696            52     5720   Pave No_Alley_Access              Regular
## 697            90    15660   Pave No_Alley_Access              Regular
## 698            90     9900   Pave No_Alley_Access              Regular
## 699            57     6406   Pave          Gravel              Regular
## 700            60     6600   Pave No_Alley_Access              Regular
## 702            60     7596   Pave          Gravel              Regular
## 703            60     3378   Pave          Gravel              Regular
## 704            56    10134   Pave          Gravel              Regular
## 705            60     6000   Pave           Paved              Regular
## 706            50     6000   Pave No_Alley_Access              Regular
## 707            50     6000   Pave No_Alley_Access              Regular
## 709            50     5925   Pave No_Alley_Access              Regular
## 711            50     5784   Pave No_Alley_Access              Regular
## 712            60     8520   Pave No_Alley_Access              Regular
## 713            33     4456   Pave No_Alley_Access              Regular
## 714            60     9600   Pave No_Alley_Access              Regular
## 715            50     3500   Pave          Gravel              Regular
## 717            65    11700   Pave           Paved   Slightly_Irregular
## 718            70     8400   Pave No_Alley_Access              Regular
## 719            60     3600   Pave          Gravel              Regular
## 720           121    17671   Pave          Gravel              Regular
## 721             0     3300   Pave No_Alley_Access              Regular
## 722            50     9000   Pave No_Alley_Access              Regular
## 724            98     8820   Pave No_Alley_Access              Regular
## 726            60     9720   Pave          Gravel              Regular
## 727            60     7879   Pave No_Alley_Access              Regular
## 728            72     9392   Pave No_Alley_Access              Regular
## 729           144    21384   Pave No_Alley_Access              Regular
## 730             0     6615   Pave No_Alley_Access              Regular
## 731            55     7264   Pave No_Alley_Access              Regular
## 732            50     4960   Pave No_Alley_Access              Regular
## 734            50     6000   Pave No_Alley_Access              Regular
## 735            50     6000   Pave No_Alley_Access              Regular
## 736            50     6000   Pave No_Alley_Access              Regular
## 737            50     6000   Pave No_Alley_Access              Regular
## 738            60     6000   Pave No_Alley_Access              Regular
## 739            50     6000   Pave No_Alley_Access              Regular
## 740            60     6911   Pave No_Alley_Access              Regular
## 741            51     6120   Pave No_Alley_Access              Regular
## 742            51     6120   Pave No_Alley_Access              Regular
## 744            51     6120   Pave No_Alley_Access              Regular
## 745            51     6120   Pave No_Alley_Access              Regular
## 746            51     6120   Pave No_Alley_Access              Regular
## 747            50     8635   Pave No_Alley_Access              Regular
## 748             0    11888   Pave           Paved   Slightly_Irregular
## 749            60    11414   Pave No_Alley_Access   Slightly_Irregular
## 750            57     8094   Pave          Gravel              Regular
## 751            50     2500   Pave           Paved              Regular
## 752            68     9928   Pave          Gravel              Regular
## 755            57     6876   Pave No_Alley_Access              Regular
## 756            52     6240   Pave          Gravel              Regular
## 757             0     5775   Pave No_Alley_Access Moderately_Irregular
## 758            41     5852   Pave No_Alley_Access            Irregular
## 759            60     5160   Pave No_Alley_Access              Regular
## 760            86     5160   Pave          Gravel              Regular
## 761            60    10320   Pave          Gravel              Regular
## 762            50     4280   Pave No_Alley_Access   Slightly_Irregular
## 763            60    10800   Pave No_Alley_Access              Regular
## 764            60    10800   Pave No_Alley_Access              Regular
## 765             0    10547   Pave No_Alley_Access   Slightly_Irregular
## 767            54     6629   Pave No_Alley_Access              Regular
## 769            70    12886   Pave No_Alley_Access   Slightly_Irregular
## 770            80     8816   Pave No_Alley_Access              Regular
## 771            70    11184   Pave No_Alley_Access              Regular
## 772            75    11625   Pave No_Alley_Access              Regular
## 773            65     7800   Pave No_Alley_Access              Regular
## 774             0     8014   Pave No_Alley_Access   Slightly_Irregular
## 775             0     7252   Pave No_Alley_Access   Slightly_Irregular
## 776            74     8740   Pave No_Alley_Access   Slightly_Irregular
## 777             0    11616   Pave No_Alley_Access              Regular
## 778            88    15400   Pave No_Alley_Access              Regular
## 779            88    15312   Pave No_Alley_Access              Regular
## 780             0    15584   Pave No_Alley_Access              Regular
## 782             0    11250   Pave No_Alley_Access              Regular
## 783            65    25095   Pave No_Alley_Access   Slightly_Irregular
## 784             0    17140   Pave No_Alley_Access              Regular
## 785             0    12342   Pave No_Alley_Access   Slightly_Irregular
## 786             0    10708   Pave No_Alley_Access   Slightly_Irregular
## 787             0    13680   Pave No_Alley_Access   Slightly_Irregular
## 788             0    15635   Pave No_Alley_Access   Slightly_Irregular
## 789            73     9855   Pave No_Alley_Access              Regular
## 790            68     9571   Pave No_Alley_Access              Regular
## 792            50     9350   Pave No_Alley_Access              Regular
## 793            50     9340   Pave No_Alley_Access              Regular
## 794            62     7440   Pave No_Alley_Access              Regular
## 795             0    11500   Pave No_Alley_Access   Slightly_Irregular
## 796            42     4235   Pave No_Alley_Access              Regular
## 797            60    11409   Pave No_Alley_Access              Regular
## 798            60     9060   Pave No_Alley_Access              Regular
## 800            74    10778   Pave No_Alley_Access   Slightly_Irregular
## 801            66    19255   Pave No_Alley_Access   Slightly_Irregular
## 802            79    12327   Pave No_Alley_Access   Slightly_Irregular
## 803            90    14684   Pave No_Alley_Access   Slightly_Irregular
## 804            75     9317   Pave No_Alley_Access              Regular
## 805            85    10560   Pave No_Alley_Access              Regular
## 806            80     9828   Pave No_Alley_Access   Slightly_Irregular
## 807           120    26400   Pave No_Alley_Access              Regular
## 808            64     7018   Pave No_Alley_Access              Regular
## 809            64     7018   Pave No_Alley_Access              Regular
## 810            64     7018   Pave No_Alley_Access              Regular
## 811            64     7018   Pave No_Alley_Access              Regular
## 812            64     7018   Pave No_Alley_Access              Regular
## 813            64     7018   Pave No_Alley_Access              Regular
## 814            64     7040   Pave No_Alley_Access              Regular
## 815            64     7007   Pave No_Alley_Access              Regular
## 816             0    11855   Pave No_Alley_Access              Regular
## 817             0     7939   Pave No_Alley_Access              Regular
## 818             0     7976   Pave No_Alley_Access              Regular
## 819            84    10933   Pave No_Alley_Access              Regular
## 820            79    10637   Pave No_Alley_Access              Regular
## 821            61    10226   Pave No_Alley_Access   Slightly_Irregular
## 822            65    10816   Pave No_Alley_Access   Slightly_Irregular
## 823            71     9178   Pave No_Alley_Access              Regular
## 824            68    10769   Pave No_Alley_Access   Slightly_Irregular
## 825            77    11422   Pave No_Alley_Access   Slightly_Irregular
## 826           122    11923   Pave No_Alley_Access   Slightly_Irregular
## 827            68     8814   Pave No_Alley_Access              Regular
## 828            64     6762   Pave No_Alley_Access              Regular
## 829            95    10324   Pave No_Alley_Access   Slightly_Irregular
## 830            64     7314   Pave No_Alley_Access              Regular
## 831            78    11645   Pave No_Alley_Access              Regular
## 832            79    11646   Pave No_Alley_Access   Slightly_Irregular
## 833             0    12800   Pave No_Alley_Access              Regular
## 834             0    16698   Pave No_Alley_Access   Slightly_Irregular
## 835             0    28698   Pave No_Alley_Access Moderately_Irregular
## 836            82    12464   Pave No_Alley_Access Moderately_Irregular
## 837            65     9757   Pave No_Alley_Access              Regular
## 838            65    15426   Pave No_Alley_Access   Slightly_Irregular
## 840            65    14753   Pave No_Alley_Access Moderately_Irregular
## 841           112    10859   Pave No_Alley_Access              Regular
## 842            60     8072   Pave No_Alley_Access              Regular
## 843            80    10400   Pave No_Alley_Access              Regular
## 844            78    10335   Pave No_Alley_Access   Slightly_Irregular
## 845            68     9017   Pave No_Alley_Access   Slightly_Irregular
## 846            70     8750   Pave No_Alley_Access              Regular
## 847            68     8935   Pave No_Alley_Access   Slightly_Irregular
## 848            67     9808   Pave No_Alley_Access   Slightly_Irregular
## 849            79    12420   Pave No_Alley_Access              Regular
## 850            67    16285   Pave No_Alley_Access Moderately_Irregular
## 851            65    10739   Pave No_Alley_Access   Slightly_Irregular
## 852            75    11166   Pave No_Alley_Access              Regular
## 853            60     8430   Pave No_Alley_Access              Regular
## 854             0    16269   Pave No_Alley_Access   Slightly_Irregular
## 855            76     6950   Pave No_Alley_Access   Slightly_Irregular
## 856            61     8800   Pave No_Alley_Access   Slightly_Irregular
## 857             0     7000   Pave No_Alley_Access   Slightly_Irregular
## 858             0     9286   Pave No_Alley_Access   Slightly_Irregular
## 859            36    15523   Pave No_Alley_Access   Slightly_Irregular
## 860            60     7200   Pave No_Alley_Access              Regular
## 861            60     7200   Pave No_Alley_Access              Regular
## 862            70     8445   Pave No_Alley_Access              Regular
## 863            90    11664   Pave No_Alley_Access              Regular
## 864             0    12334   Pave No_Alley_Access   Slightly_Irregular
## 865             0    11838   Pave No_Alley_Access              Regular
## 866             0    11885   Pave No_Alley_Access              Regular
## 867             0    11050   Pave No_Alley_Access              Regular
## 868            70     8749   Pave No_Alley_Access              Regular
## 869             0    11250   Pave No_Alley_Access              Regular
## 870            90    15750   Pave No_Alley_Access              Regular
## 871            73    11883   Pave No_Alley_Access              Regular
## 872             0    12782   Pave No_Alley_Access              Regular
## 873            70     8750   Pave No_Alley_Access              Regular
## 874             0     9375   Pave No_Alley_Access              Regular
## 875            70     8750   Pave No_Alley_Access              Regular
## 876            70     9100   Pave No_Alley_Access              Regular
## 877            75     9750   Pave No_Alley_Access              Regular
## 878             0     4435   Pave No_Alley_Access              Regular
## 879             0     4435   Pave No_Alley_Access              Regular
## 880            85    10200   Pave No_Alley_Access              Regular
## 881            65     9313   Pave No_Alley_Access   Slightly_Irregular
## 882            63     8487   Pave No_Alley_Access              Regular
## 883            64     8633   Pave No_Alley_Access              Regular
## 884            85    11069   Pave No_Alley_Access              Regular
## 885            67     8777   Pave No_Alley_Access              Regular
## 886            75     9937   Pave No_Alley_Access              Regular
## 887            67     8877   Pave No_Alley_Access              Regular
## 888            64     7301   Pave No_Alley_Access              Regular
## 889            75     7950   Pave No_Alley_Access   Slightly_Irregular
## 890            80    10682   Pave No_Alley_Access              Regular
## 891            72     7200   Pave No_Alley_Access              Regular
## 892            86    13286   Pave No_Alley_Access   Slightly_Irregular
## 894            50     9405   Pave No_Alley_Access              Regular
## 895            64     6410   Pave No_Alley_Access              Regular
## 896            70    11767   Pave No_Alley_Access              Regular
## 898            56     4060   Pave No_Alley_Access              Regular
## 900            65    10926   Pave No_Alley_Access              Regular
## 901            70    11767   Pave No_Alley_Access              Regular
## 902             0     8926   Pave No_Alley_Access   Slightly_Irregular
## 904            45     8212   Pave          Gravel              Regular
## 905            60    10998   Pave          Gravel              Regular
## 906            70     6300   Pave           Paved              Regular
## 907            55     4500   Pave           Paved Moderately_Irregular
## 908            60     8400   Pave No_Alley_Access              Regular
## 909            60     9900   Pave No_Alley_Access              Regular
## 911            43     5707   Pave No_Alley_Access              Regular
## 912            65     7804   Pave No_Alley_Access              Regular
## 913            64     8574   Pave No_Alley_Access              Regular
## 914            51     6171   Pave No_Alley_Access              Regular
## 915            60     7200   Pave No_Alley_Access              Regular
## 917            52     6292   Pave No_Alley_Access              Regular
## 918            53     7155   Pave No_Alley_Access              Regular
## 919            53    10918   Pave No_Alley_Access              Regular
## 920            60    13680   Pave No_Alley_Access              Regular
## 921             0     7500   Pave No_Alley_Access   Slightly_Irregular
## 922           130     9600   Pave No_Alley_Access   Slightly_Irregular
## 923            80    14680   Pave          Gravel   Slightly_Irregular
## 924            80    13360   Pave          Gravel   Slightly_Irregular
## 925            54     7681   Pave No_Alley_Access   Slightly_Irregular
## 926             0     8145   Pave No_Alley_Access   Slightly_Irregular
## 927            70     9100   Pave No_Alley_Access              Regular
## 928            75    12000   Pave No_Alley_Access              Regular
## 929            90    13339   Pave No_Alley_Access   Slightly_Irregular
## 931            80    14000   Pave No_Alley_Access              Regular
## 932           100    17500   Pave No_Alley_Access              Regular
## 933            24     1733   Pave No_Alley_Access              Regular
## 934            24     1488   Pave No_Alley_Access              Regular
## 935            24     1612   Pave No_Alley_Access              Regular
## 936            24     1300   Pave No_Alley_Access              Regular
## 937             0    13607   Pave No_Alley_Access   Slightly_Irregular
## 938             0    17597   Pave No_Alley_Access              Regular
## 939             0    21695   Pave No_Alley_Access   Slightly_Irregular
## 940            59    10690   Pave No_Alley_Access              Regular
## 941            50     8660   Pave No_Alley_Access              Regular
## 942            60     6402   Pave No_Alley_Access              Regular
## 945            44     3843   Pave No_Alley_Access   Slightly_Irregular
## 947            75    10125   Pave No_Alley_Access              Regular
## 948            48    12822   Pave No_Alley_Access   Slightly_Irregular
## 949            43    12118   Pave No_Alley_Access   Slightly_Irregular
## 950            71    12209   Pave No_Alley_Access   Slightly_Irregular
## 951            75     9750   Pave No_Alley_Access              Regular
## 952            72     9360   Pave No_Alley_Access              Regular
## 953            75    10125   Pave No_Alley_Access              Regular
## 954             0     9947   Pave No_Alley_Access   Slightly_Irregular
## 955            82    11070   Pave No_Alley_Access              Regular
## 957           150   215245   Pave No_Alley_Access            Irregular
## 958            89    12898   Pave No_Alley_Access   Slightly_Irregular
## 959            83    13159   Pave No_Alley_Access   Slightly_Irregular
## 960           113    13438   Pave No_Alley_Access   Slightly_Irregular
## 961            79    14463   Pave No_Alley_Access   Slightly_Irregular
## 962            73     8925   Pave No_Alley_Access   Slightly_Irregular
## 963           130    11457   Pave No_Alley_Access   Slightly_Irregular
## 964             0     9839   Pave No_Alley_Access   Slightly_Irregular
## 965           125    14419   Pave No_Alley_Access   Slightly_Irregular
## 966             0     6853   Pave No_Alley_Access   Slightly_Irregular
## 967            75     9157   Pave No_Alley_Access   Slightly_Irregular
## 968            85    14601   Pave No_Alley_Access              Regular
## 969            85    12633   Pave No_Alley_Access   Slightly_Irregular
## 970            75    12518   Pave No_Alley_Access   Slightly_Irregular
## 971           100    21750   Pave No_Alley_Access              Regular
## 972            32     4500   Pave No_Alley_Access              Regular
## 973             0     4500   Pave No_Alley_Access              Regular
## 974            21     1596   Pave No_Alley_Access              Regular
## 975            62     9858   Pave No_Alley_Access              Regular
## 976            21     1526   Pave No_Alley_Access              Regular
## 977            83    13383   Pave No_Alley_Access   Slightly_Irregular
## 978            21     1477   Pave No_Alley_Access              Regular
## 979            21     1533   Pave No_Alley_Access              Regular
## 980            21     2217   Pave No_Alley_Access              Regular
## 981            50     7689   Pave No_Alley_Access   Slightly_Irregular
## 982            62     7706   Pave No_Alley_Access              Regular
## 983             0     9101   Pave No_Alley_Access   Slightly_Irregular
## 984             0     8780   Pave No_Alley_Access   Slightly_Irregular
## 985            70     7669   Pave No_Alley_Access              Regular
## 987            62    10429   Pave No_Alley_Access              Regular
## 988             0     9819   Pave No_Alley_Access   Slightly_Irregular
## 989            70    10457   Pave No_Alley_Access   Slightly_Irregular
## 990            87    11029   Pave No_Alley_Access   Slightly_Irregular
## 991             0    12925   Pave No_Alley_Access   Slightly_Irregular
## 992            85    11075   Pave No_Alley_Access              Regular
## 993            72     8702   Pave No_Alley_Access   Slightly_Irregular
## 994            65     8139   Pave No_Alley_Access              Regular
## 995            59     9535   Pave No_Alley_Access   Slightly_Irregular
## 996            59     9042   Pave No_Alley_Access   Slightly_Irregular
## 997             0    15038   Pave No_Alley_Access Moderately_Irregular
## 998            53    14137   Pave No_Alley_Access   Slightly_Irregular
## 999            57    21872   Pave No_Alley_Access Moderately_Irregular
## 1000           41     4923   Pave No_Alley_Access              Regular
## 1001           45     6264   Pave No_Alley_Access   Slightly_Irregular
## 1002           41     5395   Pave No_Alley_Access   Slightly_Irregular
## 1003           39     5070   Pave No_Alley_Access   Slightly_Irregular
## 1004          100    10839   Pave No_Alley_Access   Slightly_Irregular
## 1005           73    11184   Pave No_Alley_Access   Slightly_Irregular
## 1006            0     8000   Pave No_Alley_Access              Regular
## 1007            0    10832   Pave No_Alley_Access   Slightly_Irregular
## 1008            0    14067   Pave No_Alley_Access              Regular
## 1009           40     4671   Pave No_Alley_Access   Slightly_Irregular
## 1010           65     5950   Pave No_Alley_Access   Slightly_Irregular
## 1011          101    13543   Pave No_Alley_Access   Slightly_Irregular
## 1012           77    11198   Pave No_Alley_Access   Slightly_Irregular
## 1013           53    15401   Pave No_Alley_Access   Slightly_Irregular
## 1016            0    47280   Pave No_Alley_Access   Slightly_Irregular
## 1017           46    20544   Pave No_Alley_Access   Slightly_Irregular
## 1018           63    12680   Pave No_Alley_Access   Slightly_Irregular
## 1019           78    12090   Pave No_Alley_Access   Slightly_Irregular
## 1020            0    10825   Pave No_Alley_Access   Slightly_Irregular
## 1021           56    18559   Pave No_Alley_Access   Slightly_Irregular
## 1022           85    14450   Pave No_Alley_Access              Regular
## 1023            0    12227   Pave No_Alley_Access   Slightly_Irregular
## 1024           90    13068   Pave No_Alley_Access              Regular
## 1025            0    15611   Pave No_Alley_Access   Slightly_Irregular
## 1026           80    10400   Pave No_Alley_Access              Regular
## 1027           75     9743   Pave No_Alley_Access              Regular
## 1029          104    11361   Pave No_Alley_Access              Regular
## 1030           80    10400   Pave No_Alley_Access              Regular
## 1031           80    10480   Pave No_Alley_Access              Regular
## 1032           80    10000   Pave No_Alley_Access              Regular
## 1033            0    14311   Pave No_Alley_Access   Slightly_Irregular
## 1034           60     9000   Pave No_Alley_Access              Regular
## 1035           65     9750   Pave No_Alley_Access              Regular
## 1036           68    10295   Pave No_Alley_Access              Regular
## 1037           63     7560   Pave No_Alley_Access              Regular
## 1038            0    12735   Pave No_Alley_Access   Slightly_Irregular
## 1039           34     4060   Pave No_Alley_Access              Regular
## 1040           21     1680   Pave No_Alley_Access              Regular
## 1041           21     1680   Pave No_Alley_Access              Regular
## 1042           21     1890   Pave No_Alley_Access              Regular
## 1043           21     1869   Pave No_Alley_Access              Regular
## 1044           21     1680   Pave No_Alley_Access              Regular
## 1045           21     1680   Pave No_Alley_Access              Regular
## 1046           21     1680   Pave No_Alley_Access              Regular
## 1047           53     4043   Pave No_Alley_Access              Regular
## 1048           24     2308   Pave No_Alley_Access              Regular
## 1049           24     2529   Pave No_Alley_Access              Regular
## 1050            0     9477   Pave No_Alley_Access              Regular
## 1051           96    12444   Pave No_Alley_Access              Regular
## 1052           96    12474   Pave No_Alley_Access              Regular
## 1054           67    14948   Pave No_Alley_Access   Slightly_Irregular
## 1055           98    12704   Pave No_Alley_Access              Regular
## 1056          107    13891   Pave No_Alley_Access              Regular
## 1057          105    13693   Pave No_Alley_Access              Regular
## 1058          104    14418   Pave No_Alley_Access   Slightly_Irregular
## 1059          108    13418   Pave No_Alley_Access              Regular
## 1060           96    12539   Pave No_Alley_Access              Regular
## 1061          102    12151   Pave No_Alley_Access   Slightly_Irregular
## 1062           74     8899   Pave No_Alley_Access              Regular
## 1063           85    10574   Pave No_Alley_Access   Slightly_Irregular
## 1065          110    13688   Pave No_Alley_Access   Slightly_Irregular
## 1066           85    10625   Pave No_Alley_Access              Regular
## 1067           92    10845   Pave No_Alley_Access   Slightly_Irregular
## 1068          130    16900   Pave No_Alley_Access              Regular
## 1069          112    16451   Pave No_Alley_Access   Slightly_Irregular
## 1070           58    10110   Pave No_Alley_Access   Slightly_Irregular
## 1071           65     8769   Pave No_Alley_Access              Regular
## 1072          135    12304   Pave No_Alley_Access            Irregular
## 1073           62    12677   Pave No_Alley_Access   Slightly_Irregular
## 1074           63     8849   Pave No_Alley_Access   Slightly_Irregular
## 1075           89     8232   Pave No_Alley_Access   Slightly_Irregular
## 1076           48     6240   Pave No_Alley_Access              Regular
## 1077           48     6240   Pave No_Alley_Access              Regular
## 1078           36     2448   Pave No_Alley_Access              Regular
## 1079           36     2448   Pave No_Alley_Access              Regular
## 1080           59     8198   Pave No_Alley_Access              Regular
## 1081            0     3940   Pave No_Alley_Access              Regular
## 1082            0     3940   Pave No_Alley_Access              Regular
## 1083           43     3182   Pave No_Alley_Access              Regular
## 1084           43     3182   Pave No_Alley_Access              Regular
## 1085           53     3710   Pave No_Alley_Access              Regular
## 1086           80     9024   Pave No_Alley_Access   Slightly_Irregular
## 1087           62     7415   Pave No_Alley_Access   Slightly_Irregular
## 1088           59     9587   Pave No_Alley_Access   Slightly_Irregular
## 1089           51     8029   Pave No_Alley_Access   Slightly_Irregular
## 1090            0     8010   Pave No_Alley_Access   Slightly_Irregular
## 1091            0     8396   Pave No_Alley_Access   Slightly_Irregular
## 1092           55     7301   Pave No_Alley_Access   Slightly_Irregular
## 1093           93    10261   Pave No_Alley_Access   Slightly_Irregular
## 1094           71     8220   Pave No_Alley_Access   Slightly_Irregular
## 1095           60    15384   Pave No_Alley_Access   Slightly_Irregular
## 1096            0     7750   Pave No_Alley_Access              Regular
## 1097           41    12460   Pave No_Alley_Access   Slightly_Irregular
## 1098           77     8390   Pave No_Alley_Access   Slightly_Irregular
## 1099           84     9660   Pave No_Alley_Access              Regular
## 1100           80     9200   Pave No_Alley_Access              Regular
## 1101           84    14260   Pave No_Alley_Access   Slightly_Irregular
## 1102            0    11000   Pave No_Alley_Access              Regular
## 1103          136    11675   Pave No_Alley_Access   Slightly_Irregular
## 1104           97    10990   Pave No_Alley_Access   Slightly_Irregular
## 1105            0    11929   Pave No_Alley_Access   Slightly_Irregular
## 1106           91    10437   Pave No_Alley_Access   Slightly_Irregular
## 1107           96    10542   Pave No_Alley_Access              Regular
## 1109           81    10944   Pave No_Alley_Access   Slightly_Irregular
## 1110           91    14303   Pave No_Alley_Access   Slightly_Irregular
## 1111           92    11932   Pave No_Alley_Access              Regular
## 1112           86    14598   Pave No_Alley_Access   Slightly_Irregular
## 1113           75    11957   Pave No_Alley_Access   Slightly_Irregular
## 1114           74    13253   Pave No_Alley_Access   Slightly_Irregular
## 1115           75    14587   Pave No_Alley_Access   Slightly_Irregular
## 1116           78    10206   Pave No_Alley_Access              Regular
## 1117           91    12274   Pave No_Alley_Access   Slightly_Irregular
## 1118           73     9801   Pave No_Alley_Access              Regular
## 1119           80     9428   Pave No_Alley_Access              Regular
## 1120           87    10037   Pave No_Alley_Access              Regular
## 1121           72     8640   Pave No_Alley_Access              Regular
## 1122           72     8640   Pave No_Alley_Access              Regular
## 1123           95    11639   Pave No_Alley_Access              Regular
## 1124           75     9803   Pave No_Alley_Access              Regular
## 1125           75     9375   Pave No_Alley_Access              Regular
## 1126           85    10625   Pave No_Alley_Access              Regular
## 1127           85    10800   Pave No_Alley_Access              Regular
## 1128           65     8125   Pave No_Alley_Access              Regular
## 1129           85    10625   Pave No_Alley_Access              Regular
## 1130           62     7500   Pave           Paved              Regular
## 1131           64     8791   Pave No_Alley_Access   Slightly_Irregular
## 1132           63     7500   Pave No_Alley_Access              Regular
## 1133           68    10110   Pave No_Alley_Access              Regular
## 1134           67    12774   Pave No_Alley_Access              Regular
## 1135           63    13072   Pave No_Alley_Access              Regular
## 1136           66    13695   Pave No_Alley_Access              Regular
## 1137           66    13695   Pave No_Alley_Access              Regular
## 1138           65     8366   Pave No_Alley_Access   Slightly_Irregular
## 1139           81     9260   Pave No_Alley_Access              Regular
## 1140           65     8453   Pave No_Alley_Access   Slightly_Irregular
## 1141           50     8480   Pave No_Alley_Access   Slightly_Irregular
## 1142           65     8125   Pave No_Alley_Access              Regular
## 1143           43    14565   Pave No_Alley_Access Moderately_Irregular
## 1144           65     8450   Pave No_Alley_Access              Regular
## 1145           75     8285   Pave No_Alley_Access              Regular
## 1146            0     7153   Pave No_Alley_Access              Regular
## 1148           50     8012   Pave No_Alley_Access              Regular
## 1149           55     7892   Pave No_Alley_Access              Regular
## 1150           70     9100   Pave No_Alley_Access              Regular
## 1151            0    12968   Pave No_Alley_Access Moderately_Irregular
## 1152           75     8100   Pave No_Alley_Access              Regular
## 1153           65     8450   Pave No_Alley_Access              Regular
## 1154           60     6360   Pave No_Alley_Access              Regular
## 1155           65     6768   Pave No_Alley_Access   Slightly_Irregular
## 1156           95    19508   Pave No_Alley_Access              Regular
## 1157           70    10759   Pave No_Alley_Access              Regular
## 1158            0     9205   Pave No_Alley_Access   Slightly_Irregular
## 1159          105    11025   Pave No_Alley_Access              Regular
## 1160           59     4282   Pave           Paved Moderately_Irregular
## 1161           35     4017   Pave           Paved   Slightly_Irregular
## 1162           37     3435   Pave           Paved   Slightly_Irregular
## 1163           30     3180   Pave           Paved              Regular
## 1164           30     3180   Pave           Paved              Regular
## 1165           34     3604   Pave           Paved              Regular
## 1166           24     2280   Pave           Paved              Regular
## 1167           24     2280   Pave           Paved              Regular
## 1168            0     4765   Pave No_Alley_Access   Slightly_Irregular
## 1169            0     4538   Pave No_Alley_Access   Slightly_Irregular
## 1170           42     4385   Pave No_Alley_Access   Slightly_Irregular
## 1171           35     4109   Pave No_Alley_Access   Slightly_Irregular
## 1172           50     5119   Pave No_Alley_Access   Slightly_Irregular
## 1173           24     2160   Pave           Paved              Regular
## 1174           24     2160   Pave           Paved              Regular
## 1175           79    10646   Pave No_Alley_Access   Slightly_Irregular
## 1176           24     2645   Pave           Paved              Regular
## 1177           24     2645   Pave           Paved              Regular
## 1178           36     3951   Pave           Paved   Slightly_Irregular
## 1179           38    14963   Pave No_Alley_Access Moderately_Irregular
## 1180           22    11064   Pave No_Alley_Access Moderately_Irregular
## 1182            0    11120   Pave No_Alley_Access   Slightly_Irregular
## 1183            0    24572   Pave No_Alley_Access   Slightly_Irregular
## 1185            0     7500   Pave No_Alley_Access              Regular
## 1186           80    10400   Pave No_Alley_Access              Regular
## 1187            0    11104   Pave No_Alley_Access   Slightly_Irregular
## 1188           85    11050   Pave No_Alley_Access              Regular
## 1189           80    11040   Pave No_Alley_Access              Regular
## 1190            0    15387   Pave No_Alley_Access   Slightly_Irregular
## 1191           75     9750   Pave No_Alley_Access              Regular
## 1192           90    10800   Pave No_Alley_Access              Regular
## 1193           73     8814   Pave No_Alley_Access              Regular
## 1194           72     8872   Pave No_Alley_Access              Regular
## 1195           65     8125   Pave No_Alley_Access              Regular
## 1196           72    11072   Pave No_Alley_Access   Slightly_Irregular
## 1197           74    13101   Pave No_Alley_Access   Slightly_Irregular
## 1198           87     9246   Pave No_Alley_Access   Slightly_Irregular
## 1199            0    13355   Pave No_Alley_Access   Slightly_Irregular
## 1200            0     8963   Pave No_Alley_Access   Slightly_Irregular
## 1201           76     9120   Pave No_Alley_Access              Regular
## 1202            0     9130   Pave No_Alley_Access              Regular
## 1203            0    12122   Pave No_Alley_Access   Slightly_Irregular
## 1204            0     9900   Pave No_Alley_Access              Regular
## 1205           74     7785   Pave No_Alley_Access   Slightly_Irregular
## 1206           77     8593   Pave No_Alley_Access   Slightly_Irregular
## 1207            0     8475   Pave No_Alley_Access   Slightly_Irregular
## 1208           80     8700   Pave No_Alley_Access              Regular
## 1209          100    10175   Pave No_Alley_Access   Slightly_Irregular
## 1210           82     9020   Pave No_Alley_Access              Regular
## 1211           80     9200   Pave No_Alley_Access              Regular
## 1212           75     8250   Pave No_Alley_Access              Regular
## 1213           85     9350   Pave No_Alley_Access              Regular
## 1215           90     9900   Pave No_Alley_Access              Regular
## 1216           72    10007   Pave No_Alley_Access   Slightly_Irregular
## 1217           80    10721   Pave No_Alley_Access   Slightly_Irregular
## 1218            0    12493   Pave No_Alley_Access   Slightly_Irregular
## 1219            0    11332   Pave No_Alley_Access   Slightly_Irregular
## 1223           50     4882   Pave No_Alley_Access   Slightly_Irregular
## 1224           80     9600   Pave No_Alley_Access              Regular
## 1225           80     9600   Pave No_Alley_Access              Regular
## 1226           80     9600   Pave No_Alley_Access              Regular
## 1227           80     9600   Pave No_Alley_Access              Regular
## 1228           63     7584   Pave No_Alley_Access              Regular
## 1229            0    13700   Pave No_Alley_Access   Slightly_Irregular
## 1230           80    10197   Pave No_Alley_Access   Slightly_Irregular
## 1231           75     7875   Pave No_Alley_Access              Regular
## 1232           80     8400   Pave No_Alley_Access              Regular
## 1233          101     9150   Pave No_Alley_Access   Slightly_Irregular
## 1234           90    14670   Pave No_Alley_Access              Regular
## 1235            0     7390   Pave No_Alley_Access   Slightly_Irregular
## 1236           71     9204   Pave No_Alley_Access              Regular
## 1237           70     7763   Pave No_Alley_Access              Regular
## 1238           74     8856   Pave No_Alley_Access              Regular
## 1239           82     9840   Pave No_Alley_Access              Regular
## 1240           76     9120   Pave No_Alley_Access              Regular
## 1241           90    13200   Pave No_Alley_Access   Slightly_Irregular
## 1242           72     9000   Pave No_Alley_Access              Regular
## 1243           80    11900   Pave No_Alley_Access   Slightly_Irregular
## 1244           75     9464   Pave No_Alley_Access              Regular
## 1245           75    10425   Pave No_Alley_Access              Regular
## 1246           60    11556   Pave No_Alley_Access              Regular
## 1247          102     9373   Pave No_Alley_Access   Slightly_Irregular
## 1248            0    12774   Pave No_Alley_Access              Regular
## 1249           95    14250   Pave No_Alley_Access              Regular
## 1250           60     7350   Pave No_Alley_Access              Regular
## 1251           57     7677   Pave No_Alley_Access              Regular
## 1253           80     8480   Pave No_Alley_Access              Regular
## 1254           76    12436   Pave No_Alley_Access              Regular
## 1255           60    10122   Pave No_Alley_Access              Regular
## 1256           45     7506   Pave No_Alley_Access              Regular
## 1257           60    10930   Pave          Gravel              Regular
## 1258           60     5400   Pave No_Alley_Access              Regular
## 1259           60    10836   Pave          Gravel              Regular
## 1260           60    10800   Pave          Gravel              Regular
## 1261           70     9247   Pave No_Alley_Access   Slightly_Irregular
## 1262           78    10180   Pave No_Alley_Access   Slightly_Irregular
## 1264            0    10920   Pave No_Alley_Access   Slightly_Irregular
## 1265            0    12929   Pave No_Alley_Access   Slightly_Irregular
## 1266          313    27650   Pave No_Alley_Access Moderately_Irregular
## 1267           74     8892   Pave No_Alley_Access              Regular
## 1268           60     7200   Pave No_Alley_Access              Regular
## 1269           60     7200   Pave No_Alley_Access              Regular
## 1270           70     7910   Pave No_Alley_Access              Regular
## 1271           80     8000   Pave No_Alley_Access              Regular
## 1272           80     8000   Pave No_Alley_Access              Regular
## 1273           70     7931   Pave No_Alley_Access              Regular
## 1274           60     8064   Pave No_Alley_Access              Regular
## 1275           64     6390   Pave No_Alley_Access              Regular
## 1276           59     7227   Pave No_Alley_Access              Regular
## 1277           60     7200   Pave No_Alley_Access              Regular
## 1278          113     8513   Pave No_Alley_Access              Regular
## 1279           60     7200   Pave No_Alley_Access              Regular
## 1280           60     7200   Pave No_Alley_Access              Regular
## 1281           71     7056   Pave No_Alley_Access              Regular
## 1282           80     9760   Pave No_Alley_Access              Regular
## 1283           69     7590   Pave No_Alley_Access              Regular
## 1284           56     9836   Pave          Gravel              Regular
## 1286           60    10440   Pave          Gravel              Regular
## 1287           57     9184   Pave          Gravel              Regular
## 1288           80     4800   Pave          Gravel              Regular
## 1289           60    10440   Pave          Gravel              Regular
## 1290           60     4800   Pave No_Alley_Access              Regular
## 1291           60     6000   Pave No_Alley_Access              Regular
## 1292           63    11426   Pave          Gravel              Regular
## 1293           63    11426   Pave No_Alley_Access              Regular
## 1294           63     7628   Pave No_Alley_Access              Regular
## 1295           81     7308   Pave No_Alley_Access              Regular
## 1296           60     5400   Pave No_Alley_Access              Regular
## 1298           60     6756   Pave No_Alley_Access              Regular
## 1299           44     5914   Pave          Gravel              Regular
## 1300           50     6000   Pave No_Alley_Access              Regular
## 1301          100    12000   Pave No_Alley_Access              Regular
## 1302           75     9000   Pave No_Alley_Access              Regular
## 1303           62     7311   Pave No_Alley_Access              Regular
## 1304           50     6000   Pave No_Alley_Access              Regular
## 1305           50     6000   Pave No_Alley_Access              Regular
## 1309          100    12665   Pave          Gravel   Slightly_Irregular
## 1310           53     5350   Pave No_Alley_Access              Regular
## 1311           34     4571   Pave          Gravel              Regular
## 1312           69     9143   Pave          Gravel              Regular
## 1315           60     6000   Pave          Gravel              Regular
## 1316           60     9600   Pave No_Alley_Access              Regular
## 1317           60    10800   Pave           Paved              Regular
## 1318           35     6300   Pave          Gravel              Regular
## 1320            0     5700   Pave No_Alley_Access              Regular
## 1323           60    10800   Pave No_Alley_Access              Regular
## 1324           65     9750   Pave No_Alley_Access              Regular
## 1325           81    12150   Pave          Gravel              Regular
## 1326           70    12702   Pave No_Alley_Access              Regular
## 1327           52     8516   Pave No_Alley_Access              Regular
## 1328           55     7111   Pave No_Alley_Access   Slightly_Irregular
## 1331            0     7010   Pave No_Alley_Access              Regular
## 1332           50     6130   Pave No_Alley_Access              Regular
## 1333           50     5000   Pave No_Alley_Access              Regular
## 1334           59     5870   Pave No_Alley_Access              Regular
## 1335           50     6000   Pave No_Alley_Access              Regular
## 1336           50     6000   Pave No_Alley_Access              Regular
## 1337           50     6000   Pave No_Alley_Access              Regular
## 1338           50     6000   Pave No_Alley_Access              Regular
##      Land_Contour Utilities Lot_Config Land_Slope
## 1             Lvl    AllPub     Corner        Gtl
## 2             Lvl    AllPub     Inside        Gtl
## 4             Lvl    AllPub     Corner        Gtl
## 5             Lvl    AllPub     Inside        Gtl
## 6             Lvl    AllPub     Inside        Gtl
## 7             Lvl    AllPub     Inside        Gtl
## 8             HLS    AllPub     Inside        Gtl
## 9             Lvl    AllPub     Inside        Gtl
## 10            Lvl    AllPub     Inside        Gtl
## 11            Lvl    AllPub     Corner        Gtl
## 12            Lvl    AllPub     Inside        Gtl
## 13            Lvl    AllPub     Inside        Gtl
## 14            Lvl    AllPub     Inside        Gtl
## 15            Lvl    AllPub     Corner        Gtl
## 16            HLS    AllPub    CulDSac        Mod
## 19            Lvl    AllPub     Corner        Gtl
## 20            Lvl    AllPub     Inside        Gtl
## 21            Lvl    AllPub     Inside        Gtl
## 22            Lvl    AllPub     Inside        Gtl
## 23            Lvl    AllPub     Inside        Gtl
## 24            Lvl    AllPub    CulDSac        Gtl
## 25            Lvl    AllPub    CulDSac        Gtl
## 26            Lvl    AllPub     Inside        Gtl
## 27            Lvl    AllPub     Corner        Gtl
## 29            Lvl    AllPub        FR2        Gtl
## 30            Lvl    AllPub     Inside        Gtl
## 31            Lvl    AllPub     Inside        Gtl
## 32            Lvl    AllPub     Inside        Gtl
## 33            Lvl    AllPub     Inside        Gtl
## 34            Lvl    AllPub        FR2        Gtl
## 35            Lvl    AllPub        FR2        Gtl
## 36            Lvl    AllPub     Inside        Gtl
## 37            Lvl    AllPub     Inside        Gtl
## 38            Lvl    AllPub     Inside        Gtl
## 39            Lvl    AllPub     Inside        Gtl
## 40            Lvl    AllPub     Corner        Gtl
## 41            Lvl    AllPub     Corner        Gtl
## 42            Lvl    AllPub     Inside        Gtl
## 43            Lvl    AllPub     Inside        Gtl
## 44            Lvl    AllPub     Inside        Gtl
## 45            Lvl    AllPub     Inside        Gtl
## 46            Lvl    AllPub     Inside        Gtl
## 47            HLS    AllPub     Inside        Mod
## 48            Lvl    AllPub     Corner        Gtl
## 49            Lvl    AllPub     Inside        Gtl
## 50            Lvl    AllPub     Inside        Gtl
## 51            Lvl    AllPub     Inside        Gtl
## 52            Lvl    AllPub     Corner        Gtl
## 53            Lvl    AllPub     Inside        Gtl
## 54            Lvl    AllPub     Inside        Gtl
## 55            Lvl    AllPub     Inside        Gtl
## 56            Lvl    AllPub     Inside        Gtl
## 57            Lvl    AllPub     Inside        Gtl
## 58            Lvl    AllPub     Inside        Gtl
## 59            Lvl    AllPub    CulDSac        Gtl
## 60            Lvl    AllPub     Corner        Gtl
## 61            Lvl    AllPub    CulDSac        Gtl
## 62            Lvl    AllPub     Inside        Gtl
## 63            Lvl    AllPub     Corner        Gtl
## 64            Lvl    AllPub    CulDSac        Gtl
## 65            Lvl    AllPub    CulDSac        Gtl
## 66            Lvl    AllPub    CulDSac        Gtl
## 67            Lvl    AllPub     Inside        Gtl
## 68            Lvl    AllPub     Inside        Gtl
## 70            Lvl    AllPub     Inside        Gtl
## 71            Lvl    AllPub     Corner        Gtl
## 72            Lvl    AllPub     Corner        Gtl
## 73            Lvl    AllPub     Inside        Gtl
## 74            Lvl    AllPub     Inside        Gtl
## 75            Lvl    AllPub     Inside        Gtl
## 76            Lvl    AllPub     Inside        Gtl
## 77            Lvl    AllPub     Inside        Gtl
## 78            Lvl    AllPub     Inside        Gtl
## 79            Lvl    AllPub     Inside        Gtl
## 81            Lvl    AllPub     Corner        Gtl
## 82            Lvl    AllPub     Inside        Gtl
## 83            Lvl    AllPub     Corner        Gtl
## 84            Lvl    AllPub     Inside        Gtl
## 85            Lvl    AllPub     Inside        Gtl
## 86            Lvl    AllPub     Inside        Gtl
## 87            Lvl    AllPub     Inside        Gtl
## 88            Lvl    AllPub     Corner        Gtl
## 89            Lvl    AllPub     Corner        Gtl
## 91            Lvl    AllPub     Inside        Gtl
## 92            Lvl    AllPub     Inside        Gtl
## 93            Lvl    AllPub     Inside        Gtl
## 94            Lvl    AllPub    CulDSac        Gtl
## 95            Lvl    AllPub     Inside        Gtl
## 96            Lvl    AllPub     Inside        Gtl
## 97            Lvl    AllPub     Inside        Gtl
## 98            Lvl    AllPub     Inside        Gtl
## 99            Lvl    AllPub     Inside        Gtl
## 100           Lvl    AllPub     Inside        Gtl
## 101           Lvl    AllPub     Inside        Gtl
## 102           Lvl    AllPub     Corner        Gtl
## 103           Lvl    AllPub        FR2        Gtl
## 104           Lvl    AllPub        FR2        Gtl
## 106           Lvl    AllPub     Inside        Gtl
## 109           Lvl    AllPub    CulDSac        Gtl
## 110           Lvl    AllPub     Inside        Gtl
## 111           Lvl    AllPub     Inside        Gtl
## 112           Lvl    AllPub     Inside        Gtl
## 113           Lvl    AllPub     Inside        Gtl
## 114           Lvl    AllPub     Inside        Gtl
## 115           Lvl    AllPub     Inside        Gtl
## 116           Lvl    AllPub     Inside        Gtl
## 117           Lvl    AllPub     Inside        Gtl
## 118           Lvl    AllPub     Inside        Gtl
## 119           Lvl    AllPub     Inside        Gtl
## 120           Lvl    AllPub     Inside        Gtl
## 121           Lvl    AllPub     Corner        Gtl
## 122           Lvl    AllPub     Inside        Gtl
## 123           Lvl    AllPub     Inside        Gtl
## 124           Lvl    AllPub     Corner        Gtl
## 125           Lvl    AllPub     Inside        Gtl
## 127           Lvl    AllPub     Inside        Gtl
## 128           Lvl    AllPub     Inside        Gtl
## 129           Lvl    AllPub     Corner        Gtl
## 130           Lvl    AllPub     Inside        Gtl
## 132           Lvl    AllPub     Inside        Gtl
## 133           Lvl    AllPub     Inside        Gtl
## 134           Lvl    AllPub     Inside        Gtl
## 135           Lvl    AllPub     Inside        Gtl
## 136           Lvl    AllPub     Corner        Gtl
## 137           Lvl    AllPub     Inside        Gtl
## 138           Lvl    AllPub     Corner        Gtl
## 139           Lvl    AllPub     Corner        Gtl
## 140           Lvl    AllPub     Inside        Gtl
## 141           Lvl    AllPub     Inside        Gtl
## 142           Lvl    AllPub     Inside        Gtl
## 143           Lvl    AllPub     Inside        Gtl
## 144           Lvl    AllPub     Inside        Gtl
## 145           Lvl    AllPub     Inside        Gtl
## 146           Lvl    AllPub     Inside        Gtl
## 147           Lvl    AllPub     Inside        Gtl
## 148           Lvl    AllPub     Inside        Gtl
## 149           Lvl    AllPub     Inside        Gtl
## 150           Lvl    AllPub     Inside        Gtl
## 151           Lvl    AllPub     Corner        Gtl
## 152           Lvl    AllPub     Inside        Gtl
## 153           Lvl    AllPub     Inside        Gtl
## 154           Lvl    AllPub     Corner        Gtl
## 155           Lvl    AllPub     Inside        Gtl
## 156           Lvl    AllPub     Inside        Gtl
## 157           Lvl    AllPub     Inside        Gtl
## 158           Lvl    AllPub     Inside        Gtl
## 159           Lvl    AllPub     Inside        Gtl
## 160           Lvl    AllPub     Corner        Gtl
## 162           Lvl    AllPub     Inside        Gtl
## 163           Lvl    AllPub     Inside        Gtl
## 164           Lvl    AllPub     Corner        Gtl
## 165           Lvl    AllPub     Corner        Gtl
## 166           Lvl    AllPub     Corner        Gtl
## 167           Lvl    AllPub     Corner        Gtl
## 168           Lvl    AllPub     Inside        Mod
## 169           Lvl    AllPub     Inside        Gtl
## 170           Lvl    AllPub     Corner        Gtl
## 171           Lvl    AllPub     Corner        Gtl
## 172           Lvl    AllPub     Inside        Gtl
## 173           Lvl    AllPub     Inside        Gtl
## 174           Bnk    AllPub     Inside        Mod
## 175           Lvl    AllPub     Corner        Gtl
## 176           Lvl    AllPub     Corner        Gtl
## 177           Lvl    AllPub     Corner        Gtl
## 178           Lvl    AllPub     Corner        Gtl
## 179           Lvl    AllPub     Corner        Gtl
## 180           Lvl    AllPub     Inside        Gtl
## 181           Lvl    AllPub     Inside        Gtl
## 183           Lvl    AllPub     Inside        Gtl
## 184           Lvl    AllPub     Corner        Gtl
## 185           Lvl    AllPub     Inside        Gtl
## 186           Lvl    AllPub     Inside        Gtl
## 188           Lvl    AllPub     Inside        Gtl
## 189           Lvl    AllPub     Inside        Gtl
## 190           Lvl    AllPub     Inside        Gtl
## 191           Lvl    AllPub     Inside        Gtl
## 192           Lvl    AllPub     Corner        Gtl
## 193           Bnk    AllPub     Corner        Gtl
## 194           Lvl    AllPub     Inside        Gtl
## 195           Lvl    AllPub     Inside        Gtl
## 196           Lvl    AllPub     Inside        Gtl
## 197           Lvl    AllPub     Corner        Gtl
## 198           Lvl    AllPub     Inside        Gtl
## 199           Lvl    AllPub     Inside        Gtl
## 200           Lvl    AllPub     Inside        Gtl
## 201           Lvl    AllPub     Inside        Gtl
## 202           Bnk    AllPub     Inside        Gtl
## 203           Lvl    AllPub     Inside        Gtl
## 204           Lvl    AllPub     Inside        Gtl
## 205           Lvl    AllPub     Inside        Gtl
## 208           Lvl    AllPub     Inside        Gtl
## 209           Lvl    AllPub     Inside        Gtl
## 210           Lvl    AllPub     Inside        Gtl
## 212           Lvl    AllPub     Inside        Gtl
## 213           Bnk    AllPub     Inside        Mod
## 215           Lvl    AllPub     Corner        Gtl
## 216           Lvl    AllPub     Inside        Gtl
## 217           Lvl    AllPub     Inside        Gtl
## 218           Lvl    AllPub     Inside        Gtl
## 219           Lvl    AllPub     Inside        Gtl
## 220           Lvl    AllPub     Inside        Gtl
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## 229           Lvl    AllPub     Inside        Mod
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## 231           Lvl    AllPub     Corner        Gtl
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## 234           Low    AllPub    CulDSac        Mod
## 235           Lvl    AllPub     Inside        Gtl
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## 239           Bnk    AllPub     Inside        Gtl
## 240           Lvl    AllPub     Inside        Gtl
## 241           Lvl    AllPub     Corner        Gtl
## 243           Lvl    AllPub    CulDSac        Gtl
## 244           Low    AllPub     Inside        Gtl
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## 246           Low    AllPub     Inside        Mod
## 247           Lvl    AllPub    CulDSac        Gtl
## 248           Lvl    AllPub     Inside        Gtl
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## 250           Lvl    AllPub     Corner        Gtl
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## 257           Lvl    AllPub     Corner        Gtl
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## 272           Lvl    AllPub     Inside        Gtl
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## 277           Low    AllPub    CulDSac        Gtl
## 278           Lvl    AllPub     Inside        Gtl
## 279           Lvl    AllPub     Inside        Gtl
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## 281           HLS    AllPub     Inside        Gtl
## 282           Lvl    AllPub     Corner        Gtl
## 283           Lvl    AllPub     Inside        Gtl
## 285           Lvl    AllPub     Inside        Mod
## 286           Bnk    AllPub     Inside        Gtl
## 287           Bnk    AllPub     Corner        Gtl
## 288           Lvl    AllPub     Inside        Gtl
## 289           Lvl    AllPub     Inside        Gtl
## 290           Lvl    AllPub     Corner        Gtl
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## 294           Lvl    AllPub     Inside        Gtl
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## 296           Lvl    AllPub     Inside        Gtl
## 297           Lvl    AllPub     Inside        Gtl
## 298           Lvl    AllPub        FR2        Gtl
## 299           HLS    AllPub     Inside        Mod
## 300           HLS    AllPub     Inside        Mod
## 301           Lvl    AllPub     Inside        Gtl
## 302           Lvl    AllPub     Inside        Gtl
## 304           HLS    AllPub     Inside        Gtl
## 305           Lvl    AllPub     Inside        Gtl
## 306           HLS    AllPub     Inside        Mod
## 307           Bnk    AllPub     Inside        Mod
## 308           Lvl    AllPub     Corner        Gtl
## 309           HLS    AllPub     Corner        Mod
## 310           Lvl    AllPub     Inside        Gtl
## 311           Lvl    AllPub     Inside        Gtl
## 312           Lvl    AllPub     Inside        Gtl
## 313           Lvl    AllPub     Inside        Gtl
## 314           Lvl    AllPub     Inside        Gtl
## 315           Bnk    AllPub     Inside        Sev
## 316           Lvl    AllPub     Corner        Gtl
## 317           Lvl    AllPub     Inside        Gtl
## 318           Lvl    AllPub     Inside        Gtl
## 319           Lvl    AllPub     Corner        Gtl
## 320           Lvl    AllPub     Corner        Gtl
## 321           Lvl    AllPub     Inside        Gtl
## 322           HLS    AllPub     Inside        Gtl
## 323           Bnk    AllPub     Inside        Gtl
## 324           Lvl    AllPub     Inside        Gtl
## 325           Low    AllPub     Corner        Gtl
## 326           Lvl    AllPub     Inside        Gtl
## 327           Lvl    AllPub     Inside        Gtl
## 328           Low    AllPub     Inside        Mod
## 329           Lvl    AllPub     Inside        Gtl
## 330           Lvl    AllPub     Inside        Gtl
## 331           Lvl    AllPub     Inside        Gtl
## 332           Lvl    AllPub     Inside        Gtl
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## 335           Lvl    AllPub    CulDSac        Gtl
## 336           Lvl    AllPub     Inside        Gtl
## 338           Lvl    AllPub     Inside        Gtl
## 339           Lvl    AllPub     Inside        Mod
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## 341           Lvl    AllPub     Inside        Gtl
## 342           Lvl    AllPub     Inside        Gtl
## 343           Lvl    AllPub     Inside        Gtl
## 344           Lvl    AllPub     Inside        Gtl
## 345           Lvl    AllPub     Corner        Gtl
## 346           Lvl    AllPub     Inside        Gtl
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## 348           HLS    AllPub    CulDSac        Gtl
## 349           Lvl    AllPub     Inside        Gtl
## 350           Lvl    AllPub    CulDSac        Gtl
## 351           Lvl    AllPub     Inside        Gtl
## 352           Lvl    AllPub     Corner        Gtl
## 353           Lvl    AllPub     Corner        Gtl
## 354           Lvl    AllPub     Inside        Gtl
## 355           Lvl    AllPub     Corner        Gtl
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## 357           Lvl    AllPub     Inside        Gtl
## 358           Lvl    AllPub     Corner        Gtl
## 359           Lvl    AllPub     Inside        Gtl
## 360           Lvl    AllPub     Inside        Gtl
## 361           Lvl    AllPub     Corner        Gtl
## 362           Lvl    AllPub     Inside        Gtl
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## 364           Lvl    AllPub    CulDSac        Gtl
## 365           Lvl    AllPub     Corner        Gtl
## 366           Lvl    AllPub    CulDSac        Gtl
## 367           Lvl    AllPub    CulDSac        Gtl
## 368           Lvl    AllPub     Inside        Gtl
## 369           Low    AllPub     Inside        Mod
## 370           Lvl    AllPub     Inside        Gtl
## 371           Lvl    AllPub     Corner        Gtl
## 372           Lvl    AllPub    CulDSac        Gtl
## 373           Lvl    AllPub     Inside        Gtl
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## 376           Lvl    AllPub     Inside        Gtl
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## 379           Lvl    AllPub     Inside        Gtl
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## 383           Lvl    AllPub    CulDSac        Gtl
## 384           Lvl    AllPub     Inside        Gtl
## 385           Lvl    AllPub     Inside        Gtl
## 387           Lvl    AllPub     Corner        Gtl
## 388           Lvl    AllPub    CulDSac        Gtl
## 389           Lvl    AllPub     Inside        Gtl
## 390           Lvl    AllPub     Corner        Gtl
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## 393           Lvl    AllPub        FR2        Gtl
## 394           Lvl    AllPub     Inside        Gtl
## 395           Lvl    AllPub     Inside        Gtl
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## 397           Lvl    AllPub     Inside        Gtl
## 398           Lvl    AllPub     Inside        Gtl
## 399           Lvl    AllPub     Inside        Gtl
## 400           Lvl    AllPub     Inside        Gtl
## 401           Lvl    AllPub        FR2        Gtl
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## 403           Lvl    AllPub     Inside        Gtl
## 404           Lvl    AllPub     Inside        Gtl
## 405           Lvl    AllPub     Inside        Gtl
## 406           Lvl    AllPub     Inside        Gtl
## 407           Lvl    AllPub     Inside        Gtl
## 408           Lvl    AllPub     Inside        Gtl
## 409           Lvl    AllPub     Inside        Gtl
## 410           Lvl    AllPub        FR2        Gtl
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## 413           Lvl    AllPub     Inside        Gtl
## 414           Lvl    AllPub     Inside        Gtl
## 415           Lvl    AllPub     Inside        Gtl
## 416           Lvl    AllPub     Inside        Gtl
## 417           Lvl    AllPub     Inside        Gtl
## 418           Lvl    AllPub     Inside        Gtl
## 419           Lvl    AllPub     Inside        Gtl
## 420           Lvl    AllPub     Inside        Gtl
## 421           Lvl    AllPub        FR2        Gtl
## 422           Lvl    AllPub     Inside        Gtl
## 423           Lvl    AllPub     Inside        Gtl
## 424           Lvl    AllPub     Inside        Gtl
## 425           Lvl    AllPub     Corner        Gtl
## 426           Lvl    AllPub     Corner        Gtl
## 427           Lvl    AllPub     Inside        Gtl
## 428           Lvl    AllPub     Inside        Gtl
## 429           Lvl    AllPub     Inside        Gtl
## 430           Lvl    AllPub     Inside        Gtl
## 431           Lvl    AllPub     Inside        Gtl
## 434           Lvl    AllPub     Inside        Gtl
## 435           Lvl    AllPub     Inside        Gtl
## 436           Lvl    AllPub        FR3        Gtl
## 437           Lvl    AllPub    CulDSac        Gtl
## 438           Lvl    AllPub     Inside        Gtl
## 440           Lvl    AllPub     Inside        Gtl
## 441           Lvl    AllPub     Inside        Gtl
## 442           Lvl    AllPub     Corner        Gtl
## 443           Lvl    AllPub     Inside        Gtl
## 444           Lvl    AllPub     Inside        Gtl
## 445           Lvl    AllPub     Inside        Gtl
## 446           Lvl    AllPub     Corner        Gtl
## 447           Lvl    AllPub     Inside        Gtl
## 448           Lvl    AllPub     Inside        Gtl
## 449           Lvl    AllPub     Corner        Gtl
## 450           Lvl    AllPub     Inside        Gtl
## 451           Lvl    AllPub     Inside        Gtl
## 452           Lvl    AllPub     Inside        Gtl
## 453           Lvl    AllPub     Inside        Gtl
## 454           Lvl    AllPub     Inside        Gtl
## 455           Lvl    AllPub     Inside        Gtl
## 456           Lvl    AllPub     Inside        Gtl
## 457           HLS    AllPub     Inside        Mod
## 458           Lvl    AllPub     Corner        Gtl
## 459           Lvl    AllPub     Inside        Gtl
## 460           Lvl    AllPub     Inside        Gtl
## 461           Lvl    AllPub     Corner        Gtl
## 462           Lvl    AllPub     Inside        Gtl
## 463           Lvl    AllPub     Inside        Gtl
## 464           Lvl    AllPub     Inside        Gtl
## 465           Lvl    AllPub     Inside        Gtl
## 466           Lvl    AllPub     Inside        Gtl
## 467           Lvl    AllPub     Inside        Gtl
## 468           Lvl    AllPub     Inside        Gtl
## 469           Lvl    AllPub     Inside        Gtl
## 470           Lvl    AllPub     Inside        Gtl
## 471           Lvl    AllPub     Inside        Gtl
## 472           Lvl    AllPub     Inside        Gtl
## 473           Lvl    AllPub     Inside        Gtl
## 474           Lvl    AllPub     Inside        Gtl
## 475           Lvl    AllPub     Inside        Gtl
## 477           Lvl    AllPub     Inside        Gtl
## 478           Lvl    AllPub     Inside        Gtl
## 479           Lvl    AllPub     Inside        Gtl
## 480           Lvl    AllPub     Inside        Gtl
## 481           Lvl    AllPub     Inside        Gtl
## 482           Lvl    AllPub     Inside        Gtl
## 484           Lvl    AllPub     Inside        Gtl
## 485           Lvl    AllPub     Corner        Gtl
## 486           Lvl    AllPub     Corner        Gtl
## 487           Lvl    AllPub     Inside        Gtl
## 488           Lvl    AllPub     Inside        Gtl
## 489           Lvl    AllPub     Inside        Gtl
## 490           Lvl    AllPub     Inside        Gtl
## 492           Lvl    AllPub    CulDSac        Gtl
## 494           Lvl    AllPub     Inside        Gtl
## 495           Lvl    AllPub     Inside        Gtl
## 496           Lvl    AllPub     Inside        Gtl
## 497           Lvl    AllPub     Inside        Gtl
## 498           Lvl    AllPub     Inside        Gtl
## 499           Lvl    AllPub     Corner        Gtl
## 500           Lvl    AllPub     Inside        Gtl
## 501           Lvl    AllPub    CulDSac        Gtl
## 502           Low    AllPub     Inside        Mod
## 503           Lvl    AllPub     Inside        Gtl
## 504           Lvl    AllPub     Inside        Gtl
## 505           Lvl    AllPub    CulDSac        Gtl
## 506           Lvl    AllPub        FR2        Gtl
## 507           Lvl    AllPub     Inside        Gtl
## 508           Lvl    AllPub     Inside        Gtl
## 509           Lvl    AllPub     Inside        Gtl
## 510           Lvl    AllPub     Inside        Gtl
## 511           Lvl    AllPub     Inside        Gtl
## 512           Lvl    AllPub     Inside        Gtl
## 513           Lvl    AllPub     Inside        Gtl
## 515           Lvl    AllPub     Inside        Gtl
## 516           Lvl    AllPub     Inside        Gtl
## 517           Lvl    AllPub     Inside        Gtl
## 518           Lvl    AllPub     Inside        Gtl
## 519           Lvl    AllPub     Inside        Gtl
## 520           Lvl    AllPub     Inside        Gtl
## 521           Lvl    AllPub     Inside        Gtl
## 522           Lvl    AllPub     Inside        Gtl
## 523           Lvl    AllPub     Inside        Gtl
## 524           Lvl    AllPub     Inside        Gtl
## 525           Lvl    AllPub     Inside        Gtl
## 526           Lvl    AllPub     Inside        Gtl
## 527           Lvl    AllPub     Inside        Gtl
## 528           Lvl    AllPub     Corner        Gtl
## 529           Lvl    AllPub     Inside        Gtl
## 530           Lvl    AllPub     Inside        Gtl
## 531           Lvl    AllPub     Inside        Gtl
## 532           Lvl    AllPub     Inside        Gtl
## 533           Lvl    AllPub     Inside        Gtl
## 534           Lvl    AllPub     Corner        Gtl
## 535           Lvl    AllPub     Inside        Gtl
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## 537           Lvl    AllPub     Corner        Gtl
## 538           Lvl    AllPub     Inside        Gtl
## 539           Lvl    AllPub     Inside        Gtl
## 540           Lvl    AllPub     Inside        Gtl
## 541           Lvl    AllPub     Inside        Gtl
## 542           Lvl    AllPub     Inside        Gtl
## 543           Lvl    AllPub     Inside        Gtl
## 544           Lvl    AllPub    CulDSac        Gtl
## 545           Lvl    AllPub     Corner        Gtl
## 546           Lvl    AllPub     Inside        Gtl
## 547           Lvl    AllPub     Inside        Gtl
## 548           Lvl    AllPub     Corner        Gtl
## 549           Lvl    AllPub     Inside        Gtl
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## 551           Lvl    AllPub    CulDSac        Gtl
## 552           Lvl    AllPub     Inside        Gtl
## 553           Lvl    AllPub     Inside        Gtl
## 554           Lvl    AllPub     Corner        Gtl
## 555           Lvl    AllPub     Inside        Gtl
## 556           Lvl    AllPub     Inside        Gtl
## 557           Lvl    AllPub     Corner        Gtl
## 558           Lvl    AllPub     Inside        Gtl
## 560           Lvl    AllPub     Inside        Gtl
## 561           Lvl    AllPub     Corner        Gtl
## 562           Lvl    AllPub     Inside        Gtl
## 563           Lvl    AllPub     Inside        Gtl
## 564           Low    AllPub     Inside        Gtl
## 565           Lvl    AllPub     Inside        Gtl
## 566           Lvl    AllPub     Inside        Gtl
## 567           Lvl    AllPub     Corner        Gtl
## 568           Lvl    AllPub     Inside        Gtl
## 569           Lvl    AllPub     Inside        Gtl
## 570           Lvl    AllPub     Inside        Gtl
## 571           Lvl    AllPub     Inside        Gtl
## 572           Lvl    AllPub     Inside        Gtl
## 573           Lvl    AllPub        FR2        Gtl
## 574           Lvl    AllPub     Inside        Gtl
## 575           Lvl    AllPub     Inside        Gtl
## 577           Lvl    AllPub     Inside        Gtl
## 578           Low    AllPub        FR2        Mod
## 579           Lvl    AllPub     Corner        Gtl
## 580           Lvl    AllPub     Inside        Gtl
## 581           Lvl    AllPub     Inside        Gtl
## 582           Lvl    AllPub     Inside        Gtl
## 583           Lvl    AllPub     Corner        Gtl
## 584           Lvl    AllPub    CulDSac        Gtl
## 585           Lvl    AllPub    CulDSac        Gtl
## 586           Lvl    AllPub     Inside        Gtl
## 587           Lvl    AllPub    CulDSac        Gtl
## 588           Lvl    AllPub     Inside        Gtl
## 589           Lvl    AllPub     Inside        Gtl
## 590           Lvl    AllPub     Inside        Gtl
## 591           Lvl    AllPub     Inside        Gtl
## 592           Lvl    AllPub     Inside        Gtl
## 593           Lvl    AllPub     Inside        Gtl
## 594           Lvl    AllPub     Inside        Gtl
## 595           Lvl    AllPub     Inside        Gtl
## 596           Lvl    AllPub     Inside        Gtl
## 597           Lvl    AllPub     Inside        Gtl
## 598           Lvl    AllPub     Inside        Gtl
## 599           Lvl    AllPub     Inside        Gtl
## 600           Lvl    AllPub     Inside        Gtl
## 601           Lvl    AllPub     Inside        Gtl
## 603           Lvl    AllPub     Corner        Gtl
## 604           Lvl    AllPub     Corner        Gtl
## 605           Lvl    AllPub     Corner        Gtl
## 606           Lvl    AllPub     Inside        Gtl
## 607           Lvl    AllPub     Inside        Gtl
## 608           Lvl    AllPub     Inside        Gtl
## 609           Lvl    AllPub    CulDSac        Gtl
## 610           Lvl    AllPub     Corner        Gtl
## 611           Lvl    AllPub     Corner        Gtl
## 612           Lvl    AllPub     Corner        Gtl
## 613           Lvl    AllPub     Corner        Gtl
## 614           Lvl    AllPub     Inside        Gtl
## 615           HLS    AllPub     Inside        Gtl
## 616           Bnk    AllPub     Corner        Gtl
## 617           Lvl    AllPub     Inside        Gtl
## 619           Lvl    AllPub     Inside        Gtl
## 620           Lvl    AllPub     Inside        Gtl
## 621           Lvl    AllPub     Inside        Gtl
## 622           Lvl    AllPub     Inside        Gtl
## 623           Lvl    AllPub     Inside        Gtl
## 624           Lvl    AllPub     Corner        Gtl
## 625           Lvl    AllPub     Inside        Gtl
## 626           Lvl    AllPub     Inside        Gtl
## 627           Lvl    AllPub     Inside        Gtl
## 628           Lvl    AllPub     Corner        Gtl
## 630           Lvl    AllPub        FR2        Gtl
## 631           Lvl    AllPub     Inside        Gtl
## 632           Lvl    AllPub     Inside        Gtl
## 633           Lvl    AllPub     Inside        Gtl
## 634           Lvl    AllPub     Inside        Gtl
## 635           Lvl    AllPub     Inside        Gtl
## 636           Lvl    AllPub     Inside        Gtl
## 637           Lvl    AllPub     Inside        Gtl
## 638           Lvl    AllPub     Inside        Gtl
## 639           Lvl    AllPub     Corner        Gtl
## 640           Lvl    AllPub     Corner        Gtl
## 641           Lvl    AllPub     Inside        Gtl
## 642           Lvl    AllPub     Inside        Gtl
## 643           Lvl    AllPub    CulDSac        Gtl
## 644           Lvl    AllPub     Inside        Gtl
## 645           Lvl    AllPub     Corner        Gtl
## 646           Lvl    AllPub     Inside        Gtl
## 647           Lvl    AllPub     Inside        Gtl
## 648           Lvl    AllPub     Corner        Gtl
## 649           Lvl    AllPub     Inside        Gtl
## 650           Lvl    AllPub     Inside        Gtl
## 652           Lvl    AllPub     Corner        Gtl
## 653           Lvl    AllPub     Inside        Gtl
## 654           Lvl    AllPub     Inside        Gtl
## 655           Lvl    AllPub     Inside        Gtl
## 656           Lvl    AllPub     Inside        Gtl
## 657           Lvl    AllPub     Inside        Gtl
## 658           Lvl    AllPub     Corner        Gtl
## 659           Lvl    AllPub     Inside        Gtl
## 660           Lvl    AllPub     Inside        Gtl
## 661           Lvl    AllPub     Inside        Gtl
## 662           Lvl    AllPub     Corner        Gtl
## 663           Lvl    AllPub     Inside        Gtl
## 665           Lvl    AllPub     Inside        Gtl
## 666           Lvl    AllPub     Corner        Gtl
## 667           Lvl    AllPub     Corner        Gtl
## 668           Lvl    AllPub     Inside        Gtl
## 669           Lvl    AllPub     Inside        Gtl
## 670           Lvl    AllPub     Inside        Gtl
## 671           Lvl    AllPub     Inside        Gtl
## 672           Lvl    AllPub     Corner        Gtl
## 673           Lvl    AllPub     Inside        Gtl
## 674           Lvl    AllPub     Inside        Gtl
## 675           HLS    AllPub     Inside        Mod
## 678           Lvl    AllPub     Inside        Gtl
## 680           Lvl    AllPub     Inside        Gtl
## 681           Lvl    AllPub     Inside        Gtl
## 682           Lvl    AllPub     Inside        Gtl
## 683           Lvl    AllPub     Corner        Gtl
## 684           Lvl    AllPub     Inside        Gtl
## 685           Lvl    AllPub     Inside        Gtl
## 686           Lvl    AllPub     Inside        Gtl
## 687           Lvl    AllPub     Corner        Gtl
## 688           Lvl    AllPub     Corner        Gtl
## 689           Lvl    AllPub     Inside        Gtl
## 690           Lvl    AllPub     Inside        Gtl
## 691           Lvl    AllPub     Inside        Gtl
## 692           Bnk    AllPub     Inside        Gtl
## 693           Lvl    AllPub     Corner        Gtl
## 694           Lvl    AllPub     Inside        Gtl
## 695           Lvl    AllPub     Inside        Gtl
## 696           Lvl    AllPub     Inside        Gtl
## 697           Lvl    AllPub     Inside        Gtl
## 698           Lvl    AllPub     Corner        Gtl
## 699           Lvl    AllPub     Inside        Gtl
## 700           Lvl    AllPub     Corner        Gtl
## 702           Lvl    AllPub     Inside        Gtl
## 703           HLS    AllPub     Inside        Gtl
## 704           Lvl    AllPub     Inside        Gtl
## 705           Bnk    AllPub     Inside        Mod
## 706           Lvl    AllPub     Inside        Gtl
## 707           Lvl    AllPub     Inside        Gtl
## 709           Lvl    AllPub     Corner        Gtl
## 711           Lvl    AllPub     Inside        Gtl
## 712           Lvl    AllPub     Inside        Gtl
## 713           Lvl    AllPub     Inside        Gtl
## 714           Lvl    AllPub     Inside        Gtl
## 715           Lvl    AllPub     Inside        Gtl
## 717           Lvl    AllPub     Corner        Gtl
## 718           Lvl    AllPub     Corner        Gtl
## 719           Lvl    AllPub     Inside        Gtl
## 720           Lvl    AllPub     Corner        Gtl
## 721           Lvl    AllPub     Inside        Gtl
## 722           Lvl    AllPub     Inside        Gtl
## 724           Lvl    AllPub     Corner        Gtl
## 726           Lvl    AllPub     Inside        Gtl
## 727           Lvl    AllPub     Inside        Gtl
## 728           Lvl    AllPub     Corner        Gtl
## 729           Lvl    AllPub     Inside        Gtl
## 730           Lvl    AllPub     Inside        Gtl
## 731           Lvl    AllPub     Inside        Gtl
## 732           Lvl    AllPub     Inside        Gtl
## 734           Lvl    AllPub     Inside        Gtl
## 735           Lvl    AllPub     Inside        Gtl
## 736           Lvl    AllPub     Corner        Gtl
## 737           Lvl    AllPub     Inside        Gtl
## 738           Lvl    AllPub     Corner        Gtl
## 739           Lvl    AllPub     Inside        Gtl
## 740           Lvl    AllPub        FR2        Gtl
## 741           Lvl    AllPub     Corner        Gtl
## 742           Lvl    AllPub     Inside        Gtl
## 744           Lvl    AllPub     Corner        Gtl
## 745           Lvl    AllPub     Inside        Gtl
## 746           Lvl    AllPub     Inside        Gtl
## 747           Lvl    AllPub     Inside        Gtl
## 748           Bnk    AllPub     Inside        Gtl
## 749           Lvl    AllPub     Corner        Gtl
## 750           Lvl    AllPub     Inside        Gtl
## 751           Lvl    AllPub     Corner        Gtl
## 752           Lvl    AllPub     Inside        Gtl
## 755           Lvl    AllPub     Inside        Gtl
## 756           Lvl    AllPub     Inside        Gtl
## 757           Bnk    AllPub     Corner        Mod
## 758           Bnk    AllPub     Corner        Gtl
## 759           Lvl    AllPub     Corner        Gtl
## 760           Lvl    AllPub     Inside        Gtl
## 761           Bnk    AllPub     Inside        Gtl
## 762           Lvl    AllPub     Inside        Gtl
## 763           Lvl    AllPub     Inside        Gtl
## 764           Lvl    AllPub     Inside        Gtl
## 765           Lvl    AllPub     Inside        Gtl
## 767           Lvl    AllPub     Inside        Gtl
## 769           Lvl    AllPub     Inside        Gtl
## 770           Lvl    AllPub     Corner        Gtl
## 771           Lvl    AllPub     Inside        Gtl
## 772           Lvl    AllPub     Inside        Gtl
## 773           Lvl    AllPub     Inside        Gtl
## 774           Lvl    AllPub    CulDSac        Gtl
## 775           Lvl    AllPub    CulDSac        Gtl
## 776           Lvl    AllPub     Inside        Gtl
## 777           Lvl    AllPub     Inside        Gtl
## 778           Lvl    AllPub     Inside        Gtl
## 779           Lvl    AllPub     Inside        Gtl
## 780           Lvl    AllPub     Inside        Gtl
## 782           Lvl    AllPub     Inside        Gtl
## 783           Low    AllPub     Inside        Sev
## 784           Lvl    AllPub     Inside        Gtl
## 785           Lvl    AllPub     Inside        Gtl
## 786           Lvl    AllPub     Inside        Gtl
## 787           Lvl    AllPub    CulDSac        Gtl
## 788           Lvl    AllPub    CulDSac        Gtl
## 789           Lvl    AllPub     Corner        Gtl
## 790           Lvl    AllPub     Inside        Gtl
## 792           Bnk    AllPub     Inside        Gtl
## 793           Lvl    AllPub     Inside        Gtl
## 794           Lvl    AllPub     Inside        Gtl
## 795           Lvl    AllPub    CulDSac        Gtl
## 796           Lvl    AllPub     Inside        Gtl
## 797           Lvl    AllPub     Inside        Gtl
## 798           Lvl    AllPub     Inside        Gtl
## 800           Lvl    AllPub     Inside        Gtl
## 801           Lvl    AllPub     Inside        Gtl
## 802           Low    AllPub     Inside        Mod
## 803           Lvl    AllPub    CulDSac        Gtl
## 804           Lvl    AllPub     Inside        Gtl
## 805           Lvl    AllPub     Corner        Gtl
## 806           Lvl    AllPub     Inside        Gtl
## 807           Bnk    AllPub        FR2        Gtl
## 808           Bnk    AllPub     Inside        Gtl
## 809           Bnk    AllPub     Inside        Gtl
## 810           Lvl    AllPub     Inside        Gtl
## 811           Bnk    AllPub     Inside        Gtl
## 812           Bnk    AllPub     Inside        Gtl
## 813           Lvl    AllPub     Inside        Gtl
## 814           Lvl    AllPub     Inside        Gtl
## 815           Bnk    AllPub     Inside        Gtl
## 816           Lvl    AllPub     Inside        Gtl
## 817           Lvl    AllPub     Inside        Gtl
## 818           Lvl    AllPub     Inside        Gtl
## 819           Lvl    AllPub     Inside        Gtl
## 820           Lvl    AllPub     Inside        Gtl
## 821           Lvl    AllPub     Inside        Gtl
## 822           Lvl    AllPub     Inside        Gtl
## 823           Lvl    AllPub     Inside        Gtl
## 824           Lvl    AllPub     Inside        Gtl
## 825           Lvl    AllPub     Inside        Gtl
## 826           Lvl    AllPub     Corner        Gtl
## 827           Lvl    AllPub     Inside        Gtl
## 828           Lvl    AllPub     Inside        Gtl
## 829           Lvl    AllPub     Corner        Gtl
## 830           Lvl    AllPub     Inside        Gtl
## 831           Lvl    AllPub     Inside        Gtl
## 832           Lvl    AllPub     Inside        Gtl
## 833           Low    AllPub     Inside        Mod
## 834           HLS    AllPub    CulDSac        Mod
## 835           Low    AllPub    CulDSac        Sev
## 836           Low    AllPub     Corner        Mod
## 837           Low    AllPub     Inside        Mod
## 838           Lvl    AllPub     Inside        Gtl
## 840           Low    AllPub     Inside        Gtl
## 841           Lvl    AllPub     Corner        Gtl
## 842           Lvl    AllPub     Inside        Gtl
## 843           Lvl    AllPub     Corner        Gtl
## 844           Lvl    AllPub     Inside        Gtl
## 845           Lvl    AllPub     Inside        Gtl
## 846           Lvl    AllPub     Inside        Gtl
## 847           Lvl    AllPub     Inside        Gtl
## 848           Lvl    AllPub     Inside        Gtl
## 849           Lvl    AllPub     Inside        Gtl
## 850           Lvl    AllPub     Inside        Gtl
## 851           Lvl    AllPub     Inside        Gtl
## 852           Lvl    AllPub     Inside        Gtl
## 853           HLS    AllPub     Inside        Mod
## 854           Lvl    AllPub    CulDSac        Gtl
## 855           Lvl    AllPub     Inside        Gtl
## 856           Lvl    AllPub     Inside        Gtl
## 857           Lvl    AllPub    CulDSac        Gtl
## 858           Lvl    AllPub    CulDSac        Mod
## 859           Lvl    AllPub    CulDSac        Gtl
## 860           Low    AllPub     Inside        Gtl
## 861           Lvl    AllPub     Inside        Gtl
## 862           Lvl    AllPub     Corner        Gtl
## 863           Lvl    AllPub     Corner        Gtl
## 864           Lvl    AllPub     Inside        Gtl
## 865           Lvl    AllPub     Inside        Gtl
## 866           Lvl    AllPub     Inside        Gtl
## 867           Lvl    AllPub     Inside        Gtl
## 868           Lvl    AllPub     Inside        Gtl
## 869           Lvl    AllPub     Corner        Gtl
## 870           Lvl    AllPub        FR3        Gtl
## 871           Lvl    AllPub     Inside        Gtl
## 872           Lvl    AllPub     Inside        Gtl
## 873           Lvl    AllPub     Inside        Gtl
## 874           Lvl    AllPub     Inside        Gtl
## 875           Lvl    AllPub     Inside        Gtl
## 876           Lvl    AllPub     Inside        Gtl
## 877           Lvl    AllPub     Inside        Gtl
## 878           Lvl    AllPub     Inside        Gtl
## 879           Lvl    AllPub     Inside        Gtl
## 880           Lvl    AllPub     Inside        Gtl
## 881           Lvl    AllPub     Inside        Gtl
## 882           Lvl    AllPub        FR2        Gtl
## 883           Lvl    AllPub        FR2        Gtl
## 884           Lvl    AllPub     Corner        Gtl
## 885           Lvl    AllPub     Inside        Gtl
## 886           Lvl    AllPub     Corner        Gtl
## 887           Lvl    AllPub     Inside        Mod
## 888           Lvl    AllPub     Corner        Gtl
## 889           Bnk    AllPub     Corner        Gtl
## 890           Lvl    AllPub     Inside        Gtl
## 891           Lvl    AllPub     Inside        Gtl
## 892           Lvl    AllPub     Inside        Gtl
## 894           Lvl    AllPub     Inside        Gtl
## 895           HLS    AllPub     Inside        Mod
## 896           Lvl    AllPub     Inside        Gtl
## 898           Lvl    AllPub     Corner        Gtl
## 900           Lvl    AllPub     Inside        Gtl
## 901           Lvl    AllPub     Inside        Gtl
## 902           Lvl    AllPub     Corner        Gtl
## 904           Lvl    AllPub     Inside        Gtl
## 905           Lvl    AllPub     Inside        Gtl
## 906           Lvl    AllPub     Corner        Gtl
## 907           Bnk    AllPub     Inside        Gtl
## 908           Bnk    AllPub     Inside        Gtl
## 909           Lvl    AllPub     Inside        Gtl
## 911           Bnk    AllPub     Inside        Gtl
## 912           Lvl    AllPub     Inside        Gtl
## 913           Lvl    AllPub     Inside        Gtl
## 914           Lvl    AllPub     Inside        Gtl
## 915           Lvl    AllPub     Inside        Gtl
## 917           Lvl    AllPub     Inside        Gtl
## 918           Lvl    AllPub     Inside        Gtl
## 919           Lvl    AllPub     Inside        Gtl
## 920           HLS    AllPub     Inside        Mod
## 921           Bnk    AllPub     Inside        Gtl
## 922           HLS    AllPub     Inside        Gtl
## 923           HLS    AllPub     Inside        Gtl
## 924           HLS    AllPub     Inside        Gtl
## 925           Lvl    AllPub        FR2        Gtl
## 926           HLS    AllPub     Corner        Gtl
## 927           Lvl    AllPub     Inside        Gtl
## 928           Bnk    AllPub     Inside        Gtl
## 929           Lvl    AllPub     Inside        Gtl
## 931           Lvl    AllPub     Inside        Gtl
## 932           Bnk    AllPub     Corner        Mod
## 933           Lvl    AllPub     Inside        Gtl
## 934           Lvl    AllPub     Inside        Gtl
## 935           Lvl    AllPub     Inside        Gtl
## 936           Lvl    AllPub     Inside        Gtl
## 937           Lvl    AllPub     Inside        Gtl
## 938           Bnk    AllPub     Inside        Gtl
## 939           Lvl    AllPub     Corner        Gtl
## 940           Lvl    AllPub     Inside        Gtl
## 941           Bnk    AllPub     Inside        Gtl
## 942           Lvl    AllPub     Corner        Gtl
## 945           HLS    AllPub     Inside        Mod
## 947           Lvl    AllPub     Inside        Gtl
## 948           Lvl    AllPub    CulDSac        Gtl
## 949           Lvl    AllPub    CulDSac        Gtl
## 950           Lvl    AllPub    CulDSac        Gtl
## 951           Lvl    AllPub     Inside        Gtl
## 952           Bnk    AllPub     Inside        Gtl
## 953           Lvl    AllPub     Inside        Gtl
## 954           Lvl    AllPub    CulDSac        Gtl
## 955           Lvl    AllPub     Inside        Gtl
## 957           Low    AllPub     Inside        Sev
## 958           HLS    AllPub     Inside        Gtl
## 959           HLS    AllPub     Corner        Gtl
## 960           HLS    AllPub     Corner        Gtl
## 961           HLS    AllPub     Corner        Gtl
## 962           HLS    AllPub     Inside        Gtl
## 963           Lvl    AllPub     Corner        Gtl
## 964           Lvl    AllPub    CulDSac        Gtl
## 965           Lvl    AllPub     Corner        Gtl
## 966           Lvl    AllPub     Inside        Gtl
## 967           Lvl    AllPub     Corner        Gtl
## 968           Lvl    AllPub     Inside        Gtl
## 969           HLS    AllPub     Inside        Gtl
## 970           Lvl    AllPub     Inside        Gtl
## 971           Lvl    AllPub     Inside        Gtl
## 972           Lvl    AllPub        FR2        Gtl
## 973           Lvl    AllPub        FR2        Gtl
## 974           Lvl    AllPub     Inside        Gtl
## 975           Lvl    AllPub     Inside        Gtl
## 976           Lvl    AllPub     Inside        Gtl
## 977           Lvl    AllPub     Inside        Mod
## 978           Lvl    AllPub     Inside        Gtl
## 979           Lvl    AllPub     Inside        Gtl
## 980           Lvl    AllPub     Inside        Gtl
## 981           Lvl    AllPub     Inside        Gtl
## 982           Lvl    AllPub     Inside        Gtl
## 983           Lvl    AllPub     Corner        Gtl
## 984           Lvl    AllPub     Corner        Gtl
## 985           Lvl    AllPub     Inside        Gtl
## 987           Lvl    AllPub     Inside        Gtl
## 988           Lvl    AllPub     Inside        Mod
## 989           Lvl    AllPub     Inside        Mod
## 990           Lvl    AllPub     Corner        Gtl
## 991           Lvl    AllPub     Corner        Gtl
## 992           Lvl    AllPub     Inside        Gtl
## 993           Lvl    AllPub     Inside        Gtl
## 994           Lvl    AllPub     Inside        Gtl
## 995           Lvl    AllPub     Inside        Gtl
## 996           Lvl    AllPub     Inside        Gtl
## 997           Lvl    AllPub     Corner        Gtl
## 998           Lvl    AllPub     Inside        Gtl
## 999           HLS    AllPub        FR2        Gtl
## 1000          Lvl    AllPub     Inside        Gtl
## 1001          Lvl    AllPub     Corner        Gtl
## 1002          HLS    AllPub     Inside        Gtl
## 1003          HLS    AllPub     Inside        Gtl
## 1004          Lvl    AllPub     Corner        Gtl
## 1005          Lvl    AllPub     Corner        Gtl
## 1006          Lvl    AllPub     Inside        Gtl
## 1007          Lvl    AllPub     Corner        Gtl
## 1008          Lvl    AllPub        FR3        Gtl
## 1009          HLS    AllPub     Inside        Gtl
## 1010          HLS    AllPub     Inside        Mod
## 1011          HLS    AllPub     Corner        Gtl
## 1012          Lvl    AllPub     Inside        Gtl
## 1013          HLS    AllPub    CulDSac        Gtl
## 1016          Lvl    AllPub     Inside        Gtl
## 1017          Lvl    AllPub    CulDSac        Gtl
## 1018          Lvl    AllPub     Inside        Gtl
## 1019          Lvl    AllPub     Inside        Gtl
## 1020          Lvl    AllPub     Inside        Gtl
## 1021          Lvl    AllPub    CulDSac        Gtl
## 1022          Lvl    AllPub     Inside        Gtl
## 1023          Lvl    AllPub     Corner        Gtl
## 1024          Lvl    AllPub     Corner        Gtl
## 1025          Lvl    AllPub     Corner        Gtl
## 1026          Lvl    AllPub     Inside        Gtl
## 1027          Lvl    AllPub     Inside        Gtl
## 1029          Lvl    AllPub     Inside        Gtl
## 1030          Lvl    AllPub     Inside        Gtl
## 1031          Lvl    AllPub     Inside        Gtl
## 1032          Lvl    AllPub     Inside        Gtl
## 1033          Lvl    AllPub        FR3        Gtl
## 1034          Lvl    AllPub        FR2        Gtl
## 1035          Lvl    AllPub        FR2        Gtl
## 1036          Lvl    AllPub        FR2        Gtl
## 1037          Lvl    AllPub     Inside        Gtl
## 1038          Lvl    AllPub        FR2        Gtl
## 1039          Lvl    AllPub     Inside        Gtl
## 1040          Lvl    AllPub     Inside        Gtl
## 1041          Lvl    AllPub     Inside        Gtl
## 1042          Lvl    AllPub     Inside        Gtl
## 1043          Lvl    AllPub     Inside        Gtl
## 1044          Lvl    AllPub     Inside        Gtl
## 1045          Lvl    AllPub     Inside        Gtl
## 1046          Lvl    AllPub     Inside        Gtl
## 1047          Lvl    AllPub     Inside        Gtl
## 1048          Lvl    AllPub        FR2        Gtl
## 1049          Lvl    AllPub     Inside        Gtl
## 1050          Lvl    AllPub     Corner        Gtl
## 1051          Lvl    AllPub        FR2        Gtl
## 1052          Lvl    AllPub     Inside        Gtl
## 1054          Lvl    AllPub     Inside        Gtl
## 1055          Lvl    AllPub     Inside        Gtl
## 1056          Lvl    AllPub     Inside        Gtl
## 1057          Lvl    AllPub     Inside        Gtl
## 1058          Lvl    AllPub     Inside        Gtl
## 1059          Lvl    AllPub     Inside        Gtl
## 1060          Lvl    AllPub     Inside        Gtl
## 1061          Lvl    AllPub     Inside        Gtl
## 1062          Lvl    AllPub     Inside        Gtl
## 1063          Lvl    AllPub     Inside        Gtl
## 1065          Lvl    AllPub     Inside        Gtl
## 1066          Lvl    AllPub     Inside        Gtl
## 1067          Lvl    AllPub     Corner        Gtl
## 1068          Lvl    AllPub     Inside        Gtl
## 1069          Lvl    AllPub     Corner        Gtl
## 1070          Lvl    AllPub     Inside        Gtl
## 1071          Lvl    AllPub     Corner        Gtl
## 1072          Lvl    AllPub     Corner        Gtl
## 1073          Lvl    AllPub     Inside        Gtl
## 1074          Lvl    AllPub     Inside        Gtl
## 1075          Lvl    AllPub     Inside        Gtl
## 1076          Lvl    AllPub     Inside        Gtl
## 1077          Lvl    AllPub     Inside        Gtl
## 1078          Lvl    AllPub     Inside        Gtl
## 1079          Lvl    AllPub     Inside        Gtl
## 1080          Lvl    AllPub        FR3        Gtl
## 1081          Lvl    AllPub     Inside        Gtl
## 1082          Lvl    AllPub     Inside        Gtl
## 1083          Lvl    AllPub     Inside        Gtl
## 1084          Lvl    AllPub     Inside        Gtl
## 1085          Lvl    AllPub     Inside        Gtl
## 1086          Lvl    AllPub     Inside        Gtl
## 1087          Lvl    AllPub     Inside        Gtl
## 1088          Lvl    AllPub     Inside        Gtl
## 1089          Lvl    AllPub     Inside        Gtl
## 1090          Lvl    AllPub     Inside        Gtl
## 1091          Lvl    AllPub     Inside        Gtl
## 1092          Lvl    AllPub     Inside        Gtl
## 1093          Lvl    AllPub     Inside        Gtl
## 1094          Lvl    AllPub     Inside        Gtl
## 1095          Lvl    AllPub     Inside        Gtl
## 1096          Lvl    AllPub     Inside        Gtl
## 1097          Lvl    AllPub        FR2        Gtl
## 1098          Lvl    AllPub     Inside        Gtl
## 1099          Lvl    AllPub     Inside        Gtl
## 1100          Lvl    AllPub     Inside        Gtl
## 1101          Lvl    AllPub        FR2        Gtl
## 1102          Lvl    AllPub        FR2        Gtl
## 1103          Lvl    AllPub     Inside        Gtl
## 1104          Lvl    AllPub    CulDSac        Gtl
## 1105          Lvl    AllPub    CulDSac        Gtl
## 1106          Lvl    AllPub     Inside        Gtl
## 1107          Lvl    AllPub     Inside        Gtl
## 1109          Lvl    AllPub     Inside        Gtl
## 1110          Lvl    AllPub     Corner        Gtl
## 1111          Lvl    AllPub        FR2        Gtl
## 1112          Lvl    AllPub    CulDSac        Gtl
## 1113          Lvl    AllPub     Inside        Gtl
## 1114          Lvl    AllPub     Inside        Gtl
## 1115          Lvl    AllPub     Inside        Gtl
## 1116          Lvl    AllPub     Inside        Gtl
## 1117          Lvl    AllPub        FR2        Gtl
## 1118          Lvl    AllPub     Inside        Gtl
## 1119          Lvl    AllPub     Inside        Gtl
## 1120          Lvl    AllPub     Corner        Gtl
## 1121          Lvl    AllPub     Inside        Gtl
## 1122          Lvl    AllPub     Inside        Gtl
## 1123          Lvl    AllPub     Corner        Gtl
## 1124          Lvl    AllPub     Inside        Gtl
## 1125          Lvl    AllPub     Inside        Gtl
## 1126          Lvl    AllPub     Inside        Gtl
## 1127          Lvl    AllPub     Inside        Gtl
## 1128          Lvl    AllPub     Inside        Gtl
## 1129          Lvl    AllPub     Inside        Gtl
## 1130          Lvl    AllPub     Inside        Gtl
## 1131          Lvl    AllPub     Inside        Gtl
## 1132          Lvl    AllPub     Inside        Gtl
## 1133          Lvl    AllPub     Inside        Gtl
## 1134          Lvl    AllPub        FR2        Gtl
## 1135          Lvl    AllPub     Inside        Gtl
## 1136          Lvl    AllPub     Inside        Gtl
## 1137          Lvl    AllPub     Inside        Gtl
## 1138          Lvl    AllPub     Inside        Gtl
## 1139          Lvl    AllPub     Corner        Gtl
## 1140          Lvl    AllPub     Inside        Gtl
## 1141          Lvl    AllPub     Inside        Gtl
## 1142          Lvl    AllPub     Inside        Gtl
## 1143          Lvl    AllPub    CulDSac        Gtl
## 1144          Lvl    AllPub     Inside        Gtl
## 1145          Lvl    AllPub     Corner        Gtl
## 1146          Lvl    AllPub     Inside        Gtl
## 1148          Lvl    AllPub     Inside        Gtl
## 1149          Lvl    AllPub     Inside        Gtl
## 1150          Lvl    AllPub     Inside        Gtl
## 1151          Lvl    AllPub     Inside        Gtl
## 1152          Lvl    AllPub     Inside        Gtl
## 1153          Lvl    AllPub     Inside        Gtl
## 1154          Lvl    AllPub     Inside        Gtl
## 1155          Lvl    AllPub     Inside        Gtl
## 1156          Lvl    AllPub     Inside        Gtl
## 1157          Lvl    AllPub     Corner        Gtl
## 1158          Lvl    AllPub     Inside        Gtl
## 1159          Lvl    AllPub     Inside        Gtl
## 1160          Lvl    AllPub     Inside        Gtl
## 1161          Lvl    AllPub     Inside        Gtl
## 1162          Lvl    AllPub     Corner        Gtl
## 1163          Lvl    AllPub     Inside        Gtl
## 1164          Lvl    AllPub     Inside        Gtl
## 1165          Lvl    AllPub     Corner        Gtl
## 1166          Lvl    AllPub     Inside        Gtl
## 1167          Lvl    AllPub     Inside        Gtl
## 1168          Lvl    AllPub     Inside        Gtl
## 1169          Lvl    AllPub     Inside        Gtl
## 1170          Lvl    AllPub     Inside        Gtl
## 1171          Lvl    AllPub     Inside        Gtl
## 1172          Lvl    AllPub    CulDSac        Gtl
## 1173          Lvl    AllPub     Inside        Gtl
## 1174          Lvl    AllPub     Inside        Gtl
## 1175          Lvl    AllPub     Corner        Gtl
## 1176          Lvl    AllPub     Inside        Gtl
## 1177          Lvl    AllPub     Inside        Gtl
## 1178          Lvl    AllPub     Inside        Gtl
## 1179          Lvl    AllPub     Inside        Gtl
## 1180          Lvl    AllPub    CulDSac        Gtl
## 1182          Lvl    AllPub    CulDSac        Gtl
## 1183          Lvl    AllPub    CulDSac        Gtl
## 1185          Lvl    AllPub     Inside        Gtl
## 1186          Lvl    AllPub     Inside        Gtl
## 1187          Lvl    AllPub     Inside        Gtl
## 1188          Lvl    AllPub     Inside        Gtl
## 1189          Lvl    AllPub     Inside        Gtl
## 1190          Lvl    AllPub    CulDSac        Gtl
## 1191          Lvl    AllPub     Inside        Gtl
## 1192          Lvl    AllPub     Inside        Gtl
## 1193          Lvl    AllPub     Inside        Gtl
## 1194          Lvl    AllPub     Corner        Gtl
## 1195          Lvl    AllPub     Inside        Gtl
## 1196          Lvl    AllPub     Inside        Gtl
## 1197          Lvl    AllPub     Inside        Gtl
## 1198          Lvl    AllPub     Inside        Gtl
## 1199          Lvl    AllPub     Inside        Gtl
## 1200          Lvl    AllPub     Inside        Gtl
## 1201          Lvl    AllPub     Inside        Gtl
## 1202          Lvl    AllPub     Inside        Gtl
## 1203          Lvl    AllPub     Corner        Gtl
## 1204          Lvl    AllPub     Inside        Gtl
## 1205          Lvl    AllPub     Inside        Gtl
## 1206          Lvl    AllPub     Inside        Gtl
## 1207          Lvl    AllPub     Inside        Gtl
## 1208          Lvl    AllPub     Inside        Gtl
## 1209          Lvl    AllPub     Inside        Gtl
## 1210          Lvl    AllPub     Inside        Gtl
## 1211          Lvl    AllPub     Inside        Gtl
## 1212          Lvl    AllPub     Inside        Gtl
## 1213          Lvl    AllPub     Inside        Gtl
## 1215          Lvl    AllPub     Corner        Gtl
## 1216          Lvl    AllPub     Inside        Gtl
## 1217          Lvl    AllPub     Inside        Gtl
## 1218          Lvl    AllPub     Inside        Gtl
## 1219          Lvl    AllPub     Corner        Gtl
## 1223          Bnk    AllPub     Inside        Mod
## 1224          Lvl    AllPub     Inside        Gtl
## 1225          Lvl    AllPub     Inside        Gtl
## 1226          Lvl    AllPub     Inside        Gtl
## 1227          Lvl    AllPub     Inside        Gtl
## 1228          Lvl    AllPub     Inside        Gtl
## 1229          Lvl    AllPub     Inside        Gtl
## 1230          Lvl    AllPub     Inside        Gtl
## 1231          Lvl    AllPub     Inside        Gtl
## 1232          Lvl    AllPub     Inside        Gtl
## 1233          Lvl    AllPub     Corner        Gtl
## 1234          Lvl    AllPub     Inside        Gtl
## 1235          Lvl    AllPub     Inside        Gtl
## 1236          Lvl    AllPub     Inside        Gtl
## 1237          Lvl    AllPub     Inside        Gtl
## 1238          Lvl    AllPub     Inside        Gtl
## 1239          Lvl    AllPub     Inside        Gtl
## 1240          Lvl    AllPub     Inside        Gtl
## 1241          Lvl    AllPub     Inside        Gtl
## 1242          Lvl    AllPub     Inside        Gtl
## 1243          Lvl    AllPub     Corner        Gtl
## 1244          Lvl    AllPub     Corner        Gtl
## 1245          Lvl    AllPub     Inside        Gtl
## 1246          Lvl    AllPub     Inside        Gtl
## 1247          Lvl    AllPub     Corner        Gtl
## 1248          Lvl    AllPub     Inside        Sev
## 1249          Lvl    AllPub     Inside        Gtl
## 1250          Lvl    AllPub     Corner        Gtl
## 1251          Lvl    AllPub     Inside        Gtl
## 1253          Lvl    AllPub     Inside        Gtl
## 1254          Lvl    AllPub     Inside        Gtl
## 1255          Lvl    AllPub     Inside        Gtl
## 1256          Lvl    AllPub     Corner        Gtl
## 1257          Bnk    AllPub     Inside        Gtl
## 1258          Lvl    AllPub     Corner        Gtl
## 1259          Lvl    AllPub     Inside        Gtl
## 1260          Lvl    AllPub     Inside        Gtl
## 1261          Lvl    AllPub     Inside        Gtl
## 1262          Lvl    AllPub     Corner        Gtl
## 1264          Lvl    AllPub     Corner        Gtl
## 1265          Lvl    AllPub     Inside        Gtl
## 1266          HLS    AllPub     Inside        Mod
## 1267          Lvl    AllPub     Corner        Gtl
## 1268          Lvl    AllPub     Inside        Gtl
## 1269          Lvl    AllPub     Inside        Gtl
## 1270          Lvl    AllPub     Inside        Gtl
## 1271          Lvl    AllPub     Inside        Gtl
## 1272          Lvl    AllPub     Inside        Gtl
## 1273          Lvl    AllPub     Inside        Gtl
## 1274          Lvl    AllPub     Inside        Gtl
## 1275          Lvl    AllPub     Corner        Gtl
## 1276          HLS    AllPub     Corner        Mod
## 1277          Lvl    AllPub     Inside        Gtl
## 1278          Lvl    AllPub     Corner        Gtl
## 1279          Lvl    AllPub     Inside        Gtl
## 1280          Lvl    AllPub     Inside        Gtl
## 1281          Lvl    AllPub     Inside        Gtl
## 1282          Lvl    AllPub     Inside        Mod
## 1283          Lvl    AllPub     Inside        Gtl
## 1284          Bnk    AllPub     Inside        Gtl
## 1286          Lvl    AllPub     Inside        Gtl
## 1287          Lvl    AllPub     Inside        Gtl
## 1288          Lvl    AllPub     Inside        Gtl
## 1289          Lvl    AllPub     Corner        Gtl
## 1290          Lvl    AllPub     Corner        Gtl
## 1291          Lvl    AllPub     Inside        Gtl
## 1292          Lvl    AllPub     Inside        Gtl
## 1293          Lvl    AllPub     Inside        Gtl
## 1294          Lvl    AllPub     Inside        Gtl
## 1295          Lvl    AllPub     Corner        Gtl
## 1296          Lvl    AllPub     Inside        Gtl
## 1298          Lvl    AllPub     Inside        Gtl
## 1299          Lvl    AllPub     Inside        Gtl
## 1300          Lvl    AllPub     Inside        Gtl
## 1301          Lvl    AllPub     Inside        Gtl
## 1302          Lvl    AllPub     Corner        Gtl
## 1303          Lvl    AllPub     Corner        Gtl
## 1304          Lvl    AllPub     Inside        Gtl
## 1305          Lvl    AllPub     Corner        Gtl
## 1309          Lvl    AllPub     Inside        Gtl
## 1310          Lvl    AllPub     Corner        Gtl
## 1311          Lvl    AllPub     Inside        Gtl
## 1312          Lvl    AllPub     Corner        Gtl
## 1315          Lvl    AllPub     Corner        Gtl
## 1316          Lvl    AllPub     Inside        Gtl
## 1317          Lvl    AllPub     Inside        Gtl
## 1318          Lvl    AllPub     Inside        Gtl
## 1320          Lvl    AllPub     Inside        Gtl
## 1323          Lvl    AllPub     Inside        Gtl
## 1324          Lvl    AllPub     Inside        Gtl
## 1325          Lvl    AllPub     Inside        Gtl
## 1326          Lvl    AllPub     Inside        Gtl
## 1327          Lvl    AllPub     Inside        Gtl
## 1328          Bnk    AllPub     Inside        Gtl
## 1331          Lvl    AllPub     Inside        Gtl
## 1332          Lvl    AllPub     Inside        Gtl
## 1333          Lvl    AllPub     Inside        Gtl
## 1334          Lvl    AllPub     Corner        Gtl
## 1335          Lvl    AllPub     Inside        Gtl
## 1336          HLS    AllPub     Inside        Gtl
## 1337          Lvl    AllPub     Corner        Gtl
## 1338          Lvl    AllPub     Inside        Gtl
##                                 Neighborhood Condition_1 Condition_2 Bldg_Type
## 1                                 North_Ames        Norm        Norm    OneFam
## 2                                 North_Ames       Feedr        Norm    OneFam
## 4                                 North_Ames        Norm        Norm    OneFam
## 5                                    Gilbert        Norm        Norm    OneFam
## 6                                    Gilbert        Norm        Norm    OneFam
## 7                                Stone_Brook        Norm        Norm    TwnhsE
## 8                                Stone_Brook        Norm        Norm    TwnhsE
## 9                                Stone_Brook        Norm        Norm    TwnhsE
## 10                                   Gilbert        Norm        Norm    OneFam
## 11                                   Gilbert        Norm        Norm    OneFam
## 12                                   Gilbert        Norm        Norm    OneFam
## 13                                   Gilbert        Norm        Norm    OneFam
## 14                                   Gilbert        Norm        Norm    OneFam
## 15                               Stone_Brook        Norm        Norm    TwnhsE
## 16                               Stone_Brook        Norm        Norm    OneFam
## 19                                   Gilbert        Norm        Norm    OneFam
## 20                            Northwest_Ames        Norm        Norm    OneFam
## 21                            Northwest_Ames        Norm        Norm    OneFam
## 22                            Northwest_Ames        Norm        Norm    OneFam
## 23                                  Somerset        Norm        Norm    OneFam
## 24                                North_Ames        Norm        Norm    OneFam
## 25                                North_Ames        Norm        Norm    OneFam
## 26                                North_Ames        Norm        Norm    OneFam
## 27                                North_Ames        Norm        Norm    OneFam
## 29                                North_Ames        Norm        Norm    TwnhsE
## 30                                 Briardale        Norm        Norm     Twnhs
## 31                                 Briardale        Norm        Norm     Twnhs
## 32                                 Briardale        Norm        Norm     Twnhs
## 33                           Northpark_Villa        Norm        Norm    TwnhsE
## 34                           Northpark_Villa        Norm        Norm     Twnhs
## 35                           Northpark_Villa        Norm        Norm     Twnhs
## 36                           Northpark_Villa        Norm        Norm     Twnhs
## 37                        Northridge_Heights        Norm        Norm    OneFam
## 38                        Northridge_Heights        Norm        Norm    OneFam
## 39                        Northridge_Heights        Norm        Norm    OneFam
## 40                        Northridge_Heights        Norm        Norm    OneFam
## 41                        Northridge_Heights        Norm        Norm    OneFam
## 42                        Northridge_Heights        PosN        Norm    OneFam
## 43                        Northridge_Heights        Norm        Norm    OneFam
## 44                        Northridge_Heights        Norm        Norm    OneFam
## 45                        Northridge_Heights        Norm        Norm    OneFam
## 46                        Northridge_Heights        Norm        Norm    TwnhsE
## 47                        Northridge_Heights        Norm        Norm    OneFam
## 48                        Northridge_Heights        Norm        Norm    OneFam
## 49                        Northridge_Heights        Norm        Norm    TwnhsE
## 50                        Northridge_Heights        Norm        Norm    TwnhsE
## 51                        Northridge_Heights        Norm        Norm     Twnhs
## 52                                   Gilbert        Norm        Norm    OneFam
## 53                       Bloomington_Heights        Norm        Norm    TwnhsE
## 54                       Bloomington_Heights        Norm        Norm    TwnhsE
## 55                                   Gilbert        Norm        Norm    OneFam
## 56                                   Gilbert        Norm        Norm    OneFam
## 57                                   Gilbert        Norm        Norm    OneFam
## 58                                   Gilbert        Norm        Norm    OneFam
## 59                                   Gilbert        Norm        Norm    OneFam
## 60                                Northridge        Norm        Norm    OneFam
## 61                                Northridge        Norm        Norm    OneFam
## 62                                Northridge        Norm        Norm    OneFam
## 63                                Northridge        Norm        Norm    OneFam
## 64                                Northridge        Norm        Norm    OneFam
## 65                                Northridge        Norm        Norm    OneFam
## 66                                Northridge        Norm        Norm    OneFam
## 67                                  Somerset        Norm        Norm    OneFam
## 68                                  Somerset        Norm        Norm    OneFam
## 70                                  Somerset        Norm        Norm    OneFam
## 71                                  Somerset        Norm        Norm    OneFam
## 72                                  Somerset        Norm        Norm    OneFam
## 73                               Sawyer_West        Norm        Norm    OneFam
## 74                               Sawyer_West        Norm        Norm    OneFam
## 75                               Sawyer_West        Norm        Norm    OneFam
## 76                               Sawyer_West        Norm        Norm    TwnhsE
## 77                               Sawyer_West        Norm        Norm    OneFam
## 78                               Sawyer_West        Norm        Norm    TwnhsE
## 79                               Sawyer_West        Norm        Norm    TwnhsE
## 81                               Sawyer_West        Norm        Norm    OneFam
## 82                               Sawyer_West        Norm        Norm    OneFam
## 83                               Sawyer_West       Feedr        Norm    OneFam
## 84                                    Sawyer        RRAe        Norm    Duplex
## 85                                    Sawyer        Norm        Norm    OneFam
## 86                                    Sawyer        RRAe        Norm    OneFam
## 87                                    Sawyer        Norm        Norm    OneFam
## 88                                    Sawyer       Feedr        Norm    OneFam
## 89                                    Sawyer        Norm        Norm    OneFam
## 91                                Northridge        Norm        Norm    OneFam
## 92                                Northridge        Norm        Norm    OneFam
## 93                                Northridge        Norm        Norm    OneFam
## 94                                  Somerset        Norm        Norm    TwnhsE
## 95                                  Somerset        Norm        Norm    TwnhsE
## 96                                  Somerset        Norm        Norm    TwnhsE
## 97                                  Somerset        Norm        Norm    TwnhsE
## 98                                  Somerset        Norm        Norm     Twnhs
## 99                                  Somerset        Norm        Norm     Twnhs
## 100                                 Somerset        Norm        Norm    OneFam
## 101                                 Somerset        Norm        Norm     Twnhs
## 102                                 Somerset        Norm        Norm    TwnhsE
## 103                                 Somerset        Norm        Norm     Twnhs
## 104                                 Somerset        Norm        Norm    TwnhsE
## 106                                 Somerset        Norm        Norm    OneFam
## 109                                   Sawyer        RRAe        Norm    OneFam
## 110                                 Somerset        Norm        Norm    OneFam
## 111                           Northwest_Ames        Norm        Norm    OneFam
## 112                           Northwest_Ames        Norm        Norm    OneFam
## 113                           Northwest_Ames        Norm        Norm    OneFam
## 114                           Northwest_Ames        Norm        Norm    OneFam
## 115                           Northwest_Ames        Norm        Norm    OneFam
## 116                           Northwest_Ames        Norm        Norm    OneFam
## 117                           Northwest_Ames        Norm        Norm    OneFam
## 118                               North_Ames        Norm        Norm    OneFam
## 119                           Northwest_Ames       Feedr        Norm    OneFam
## 120                               North_Ames        Norm        Norm    OneFam
## 121                               North_Ames        Norm        Norm    OneFam
## 122                               North_Ames        Norm        Norm    OneFam
## 123                               North_Ames        Norm        Norm    OneFam
## 124                               North_Ames        Norm        Norm    OneFam
## 125                               North_Ames       Feedr        Norm    OneFam
## 127                               North_Ames        Norm        Norm    OneFam
## 128                               North_Ames        Norm        Norm    OneFam
## 129                               North_Ames      Artery        Norm    OneFam
## 130                                Brookside        Norm        Norm    OneFam
## 132                               North_Ames        Norm        Norm    OneFam
## 133                               North_Ames        Norm        Norm    OneFam
## 134                               North_Ames        Norm        Norm    OneFam
## 135                               North_Ames        Norm        Norm    OneFam
## 136                               North_Ames       Feedr        Norm    Duplex
## 137                               North_Ames        PosA        Norm    OneFam
## 138                               North_Ames        PosA        Norm    OneFam
## 139                               North_Ames       Feedr        Norm    Duplex
## 140                               North_Ames        Norm        Norm    OneFam
## 141                               North_Ames        Norm        Norm    OneFam
## 142                               North_Ames        Norm        Norm    OneFam
## 143                               North_Ames        Norm        Norm    OneFam
## 144                               North_Ames        Norm        Norm    OneFam
## 145                               North_Ames        Norm        Norm    OneFam
## 146                               North_Ames       Feedr        Norm    OneFam
## 147                               North_Ames        Norm        Norm    OneFam
## 148                               North_Ames        Norm        Norm    OneFam
## 149                               North_Ames        Norm        Norm    OneFam
## 150                               North_Ames        Norm        Norm    OneFam
## 151                               North_Ames        Norm        Norm    OneFam
## 152                               North_Ames        Norm        Norm  TwoFmCon
## 153                               North_Ames        Norm        Norm    OneFam
## 154                               North_Ames        Norm        Norm    OneFam
## 155                               North_Ames        Norm        Norm    OneFam
## 156                               North_Ames        Norm        Norm    OneFam
## 157                               North_Ames        Norm        Norm    OneFam
## 158                               North_Ames      Artery        Norm    OneFam
## 159                                 Old_Town        Norm        Norm    Duplex
## 160                               North_Ames        Norm        Norm    OneFam
## 162                               North_Ames      Artery        Norm    OneFam
## 163                               North_Ames        Norm        Norm    OneFam
## 164                               North_Ames      Artery        Norm    OneFam
## 165                               North_Ames        Norm        Norm    OneFam
## 166                               North_Ames        Norm        Norm    OneFam
## 167                               North_Ames        Norm        Norm    OneFam
## 168                               North_Ames        Norm        Norm    OneFam
## 169                               North_Ames        PosN        Norm    OneFam
## 170                                 Old_Town        Norm        Norm    OneFam
## 171                                 Old_Town        Norm        Norm    OneFam
## 172                                 Old_Town      Artery        Norm    OneFam
## 173                                 Old_Town      Artery        Norm    OneFam
## 174                                 Old_Town        Norm        Norm    OneFam
## 175                                 Old_Town        Norm        Norm    OneFam
## 176                                 Old_Town      Artery        Norm    OneFam
## 177                                 Old_Town        Norm        Norm    OneFam
## 178                                 Old_Town        Norm        Norm    OneFam
## 179                                 Old_Town        Norm        Norm    OneFam
## 180                                 Old_Town      Artery        Norm    OneFam
## 181                                 Old_Town      Artery        Norm    OneFam
## 183                                 Old_Town        Norm        Norm    OneFam
## 184                                 Old_Town        Norm        Norm    OneFam
## 185                                 Old_Town      Artery        Norm    OneFam
## 186                                 Old_Town        Norm        Norm    OneFam
## 188                                 Old_Town      Artery        Norm    OneFam
## 189                                 Old_Town        Norm        Norm    OneFam
## 190                                 Old_Town        Norm        Norm  TwoFmCon
## 191                                 Old_Town        Norm        Norm    OneFam
## 192                                Brookside       Feedr       Feedr    OneFam
## 193                                Brookside        Norm        Norm    OneFam
## 194                                Brookside       Feedr        Norm    OneFam
## 195                                Brookside        Norm        Norm    OneFam
## 196                                Brookside        Norm        Norm    OneFam
## 197                                Brookside       Feedr        Norm    OneFam
## 198                                Brookside        Norm        Norm    OneFam
## 199                                Brookside        Norm        Norm    OneFam
## 200                                Brookside        Norm        Norm    OneFam
## 201                                 Old_Town      Artery        Norm    OneFam
## 202                                 Old_Town        RRAn       Feedr    OneFam
## 203                                 Old_Town        Norm        Norm    OneFam
## 204                                 Old_Town        Norm        Norm    OneFam
## 205                                 Old_Town        Norm        Norm    OneFam
## 208                                 Old_Town       Feedr        Norm  TwoFmCon
## 209                              Clear_Creek        Norm        Norm    OneFam
## 210                              Clear_Creek       Feedr        Norm    OneFam
## 212  South_and_West_of_Iowa_State_University        Norm        Norm  TwoFmCon
## 213  South_and_West_of_Iowa_State_University        Norm        Norm    OneFam
## 215  South_and_West_of_Iowa_State_University      Artery        Norm  TwoFmCon
## 216                                   Sawyer       Feedr        Norm    OneFam
## 217                                   Sawyer        Norm        Norm    Duplex
## 218                                   Sawyer        Norm        Norm    Duplex
## 219                                   Sawyer        Norm        Norm  TwoFmCon
## 220                                   Sawyer        Norm        Norm    OneFam
## 221                                   Sawyer       Feedr        Norm    OneFam
## 222                                   Sawyer        Norm        Norm    OneFam
## 223                                   Sawyer        Norm        Norm    OneFam
## 224                                   Sawyer        Norm        Norm    OneFam
## 225                                   Sawyer        Norm        Norm    OneFam
## 226                                   Sawyer        Norm        Norm    Duplex
## 227                                   Sawyer        Norm        Norm    OneFam
## 228                                   Sawyer        Norm        Norm    OneFam
## 229                              Clear_Creek        Norm        Norm    OneFam
## 230                              Clear_Creek        Norm        Norm    OneFam
## 231                                   Sawyer       Feedr        Norm    OneFam
## 232                                   Sawyer        Norm        Norm    OneFam
## 234                              Clear_Creek        Norm        Norm    OneFam
## 235                                  Edwards        Norm        Norm    OneFam
## 236                                  Edwards        Norm        Norm    OneFam
## 237                                  Edwards        Norm        Norm    OneFam
## 238                                  Edwards        Norm        Norm    OneFam
## 239                                  Edwards        Norm        Norm    OneFam
## 240                                  Edwards        Norm        Norm    OneFam
## 241                                  Edwards        Norm        Norm    OneFam
## 243                                  Edwards        Norm        Norm    OneFam
## 244                                  Edwards        Norm        Norm    OneFam
## 245                              Sawyer_West        Norm        Norm    OneFam
## 246                              Sawyer_West        Norm        Norm    OneFam
## 247                              Sawyer_West        Norm        Norm    OneFam
## 248                              Sawyer_West        Norm        Norm    OneFam
## 249                              Sawyer_West        Norm        Norm    OneFam
## 250                            College_Creek        Norm        Norm    OneFam
## 251                            College_Creek        Norm        Norm    OneFam
## 252                            College_Creek        Norm        Norm    OneFam
## 253                            College_Creek        Norm        Norm    OneFam
## 254                              Sawyer_West        Norm        Norm    OneFam
## 255                              Sawyer_West        Norm        Norm    OneFam
## 256                              Clear_Creek        Norm        Norm    OneFam
## 257                            College_Creek        Norm        Norm    OneFam
## 258                            College_Creek        Norm        Norm    OneFam
## 259                            College_Creek        Norm        Norm    OneFam
## 260                            College_Creek        Norm        Norm    OneFam
## 261                            College_Creek        Norm        Norm    OneFam
## 262                            College_Creek        Norm        Norm    OneFam
## 263                            College_Creek        Norm        Norm    OneFam
## 264                            College_Creek        Norm        Norm    OneFam
## 265                            College_Creek        Norm        Norm    OneFam
## 266                            College_Creek        Norm        Norm    OneFam
## 267                            College_Creek        Norm        Norm    OneFam
## 268                            College_Creek        Norm        Norm    OneFam
## 269                            College_Creek        Norm        Norm    TwnhsE
## 270                            College_Creek        Norm        Norm    TwnhsE
## 271                            College_Creek        Norm        Norm    OneFam
## 272                            College_Creek        Norm        Norm    OneFam
## 273                            College_Creek        Norm        Norm    OneFam
## 274                                  Edwards       Feedr        Norm    OneFam
## 277                                  Edwards        Norm        Norm    OneFam
## 278                                  Edwards        Norm        Norm    OneFam
## 279                                  Edwards        Norm        Norm    OneFam
## 280                                  Edwards        Norm        Norm    OneFam
## 281                                  Edwards        Norm        Norm    OneFam
## 282                                  Edwards        Norm        Norm    OneFam
## 283                                  Edwards        Norm        Norm    OneFam
## 285                                  Edwards        Norm        Norm    OneFam
## 286  South_and_West_of_Iowa_State_University      Artery        Norm    OneFam
## 287  South_and_West_of_Iowa_State_University        Norm        Norm    OneFam
## 288                                  Edwards        Norm        Norm    OneFam
## 289  South_and_West_of_Iowa_State_University        Norm        Norm    OneFam
## 290  South_and_West_of_Iowa_State_University        Norm        Norm    OneFam
## 293  South_and_West_of_Iowa_State_University       Feedr        Norm    OneFam
## 294                                 Crawford        Norm        Norm    OneFam
## 295                                 Crawford        Norm        Norm    Duplex
## 296                                 Crawford        Norm        Norm    OneFam
## 297                                 Crawford        PosA        Norm    OneFam
## 298                                 Crawford        Norm        Norm    OneFam
## 299                                  Blueste        Norm        Norm    TwnhsE
## 300                                  Blueste        Norm        Norm    TwnhsE
## 301                                 Crawford        Norm        Norm    OneFam
## 302                   Iowa_DOT_and_Rail_Road        Norm        Norm    OneFam
## 304                   Iowa_DOT_and_Rail_Road        Norm        Norm    OneFam
## 305                   Iowa_DOT_and_Rail_Road        Norm        Norm    OneFam
## 306                   Iowa_DOT_and_Rail_Road        Norm        Norm    OneFam
## 307                   Iowa_DOT_and_Rail_Road        Norm        Norm    OneFam
## 308                   Iowa_DOT_and_Rail_Road        Norm        Norm    OneFam
## 309                                 Crawford      Artery        Norm    TwnhsE
## 310                                 Mitchell        Norm        Norm    OneFam
## 311                                 Mitchell        Norm        Norm    OneFam
## 312                                 Mitchell        Norm        Norm    OneFam
## 313                                 Mitchell        Norm        Norm    OneFam
## 314                                 Mitchell        Norm        Norm    Duplex
## 315                               Timberland        Norm        Norm    OneFam
## 316                               Timberland        Norm        Norm    OneFam
## 317                               Timberland        Norm        Norm    OneFam
## 318                               Timberland        Norm        Norm    OneFam
## 319                               Timberland        Norm        Norm    OneFam
## 320                               Timberland        Norm        Norm    OneFam
## 321                               Timberland        Norm        Norm    OneFam
## 322                               Timberland        Norm        Norm    OneFam
## 323                                 Mitchell        Norm        Norm    OneFam
## 324                                 Mitchell        Norm        Norm    OneFam
## 325                                 Mitchell        Norm        Norm    Duplex
## 326                                 Mitchell        Norm        Norm    OneFam
## 327                           Meadow_Village        Norm        Norm    TwnhsE
## 328                           Meadow_Village        Norm        Norm     Twnhs
## 329                           Meadow_Village        Norm        Norm    TwnhsE
## 330                           Meadow_Village        Norm        Norm     Twnhs
## 331                           Meadow_Village        Norm        Norm    TwnhsE
## 332                           Meadow_Village        Norm        Norm    TwnhsE
## 333                           Meadow_Village        Norm        Norm    TwnhsE
## 334                                 Mitchell        Norm        Norm    OneFam
## 335                                 Mitchell        Norm        Norm    OneFam
## 336                                 Mitchell        Norm        Norm    OneFam
## 338                                 Mitchell        Norm        Norm    OneFam
## 339                                 Mitchell        Norm        Norm    OneFam
## 340                                 Mitchell        Norm        Norm    OneFam
## 341                                 Mitchell        Norm        Norm    OneFam
## 342                               North_Ames        Norm        Norm    OneFam
## 343                               North_Ames        Norm        Norm    OneFam
## 344                               North_Ames        Norm        Norm    OneFam
## 345                                  Gilbert        Norm        Norm    OneFam
## 346                                  Gilbert        Norm        Norm    OneFam
## 347                                  Gilbert        Norm        Norm    OneFam
## 348                                  Gilbert        Norm        Norm    OneFam
## 349                                  Gilbert        Norm        Norm    OneFam
## 350                              Stone_Brook        Norm        Norm    TwnhsE
## 351                              Stone_Brook        Norm        Norm    TwnhsE
## 352                              Stone_Brook        Norm        Norm    OneFam
## 353                              Stone_Brook        Norm        Norm    TwnhsE
## 354                                  Gilbert        Norm        Norm    OneFam
## 355                                  Gilbert        Norm        Norm    OneFam
## 356                                  Gilbert        Norm        Norm    OneFam
## 357                                  Gilbert        Norm        Norm    OneFam
## 358                                  Gilbert        Norm        Norm    OneFam
## 359                                  Gilbert        Norm        Norm    OneFam
## 360                                  Gilbert        Norm        Norm    OneFam
## 361                                  Gilbert        Norm        Norm    OneFam
## 362                                  Gilbert        Norm        Norm    OneFam
## 363                                  Gilbert        Norm        Norm    OneFam
## 364                                  Gilbert        Norm        Norm    OneFam
## 365                                  Gilbert        Norm        Norm    OneFam
## 366                              Stone_Brook        Norm        Norm    TwnhsE
## 367                              Stone_Brook        Norm        Norm    OneFam
## 368                              Stone_Brook        Norm        Norm    OneFam
## 369                              Stone_Brook        Norm        Norm    OneFam
## 370                                  Gilbert        Norm        Norm    OneFam
## 371                           Northwest_Ames        Norm        Norm    OneFam
## 372                           Northwest_Ames        Norm        Norm    OneFam
## 373                           Northwest_Ames        Norm        Norm    OneFam
## 374                           Northwest_Ames        Norm        Norm    OneFam
## 376                           Northwest_Ames        Norm        Norm    OneFam
## 377                           Northwest_Ames        Norm        Norm    OneFam
## 378                           Northwest_Ames        Norm        Norm    OneFam
## 379                           Northwest_Ames        Norm        Norm    OneFam
## 381                           Northwest_Ames        RRAn        Norm    OneFam
## 382                           Northwest_Ames        Norm        Norm    OneFam
## 383                           Northwest_Ames        PosN        Norm    OneFam
## 384                                 Somerset        Norm        Norm    OneFam
## 385                                 Somerset        RRAn        Norm    OneFam
## 387                                 Somerset        Norm        Norm    OneFam
## 388                           Northwest_Ames        PosN        Norm    OneFam
## 389                           Northwest_Ames        Norm        Norm    OneFam
## 390                           Northwest_Ames        Norm        Norm    OneFam
## 391                           Northwest_Ames        Norm        Norm    OneFam
## 392                           Northwest_Ames        Norm        Norm    OneFam
## 393                               North_Ames        Norm        Norm    Duplex
## 394                               North_Ames        Norm        Norm    OneFam
## 395                               North_Ames        Norm        Norm    OneFam
## 396                               North_Ames        Norm        Norm    OneFam
## 397                               North_Ames        Norm        Norm    OneFam
## 398                               North_Ames        Norm        Norm    OneFam
## 399                               North_Ames        Norm        Norm    OneFam
## 400                               North_Ames        Norm        Norm    OneFam
## 401                               North_Ames        Norm        Norm    OneFam
## 402                               North_Ames        Norm        Norm    OneFam
## 403                                Briardale        Norm        Norm     Twnhs
## 404                                Briardale        Norm        Norm    TwnhsE
## 405                                Briardale        Norm        Norm     Twnhs
## 406                                Briardale        Norm        Norm     Twnhs
## 407                                Briardale        Norm        Norm     Twnhs
## 408                                Briardale        Norm        Norm     Twnhs
## 409                          Northpark_Villa        Norm        Norm    TwnhsE
## 410                          Northpark_Villa        Norm        Norm    TwnhsE
## 411                          Northpark_Villa        Norm        Norm     Twnhs
## 412                          Northpark_Villa        Norm        Norm     Twnhs
## 413                          Northpark_Villa        Norm        Norm    TwnhsE
## 414                          Northpark_Villa        Norm        Norm     Twnhs
## 415                          Northpark_Villa        Norm        Norm    TwnhsE
## 416                          Northpark_Villa        Norm        Norm     Twnhs
## 417                          Northpark_Villa        Norm        Norm    TwnhsE
## 418                          Northpark_Villa        Norm        Norm    TwnhsE
## 419                               North_Ames        Norm        Norm    OneFam
## 420                               North_Ames        Norm        Norm    OneFam
## 421                       Northridge_Heights        Norm        Norm    OneFam
## 422                       Northridge_Heights        PosN        Norm    OneFam
## 423                       Northridge_Heights        Norm        Norm    OneFam
## 424                       Northridge_Heights        Norm        Norm    OneFam
## 425                       Northridge_Heights        Norm        Norm    OneFam
## 426                       Northridge_Heights        Norm        Norm    OneFam
## 427                       Northridge_Heights        Norm        Norm    OneFam
## 428                       Northridge_Heights        Norm        Norm    OneFam
## 429                       Northridge_Heights        Norm        Norm    OneFam
## 430                       Northridge_Heights        Norm        Norm    OneFam
## 431                       Northridge_Heights        Norm        Norm    OneFam
## 434                       Northridge_Heights        Norm        Norm    OneFam
## 435                       Northridge_Heights        Norm        Norm    OneFam
## 436                       Northridge_Heights        Norm        Norm    OneFam
## 437                       Northridge_Heights        Norm        Norm    OneFam
## 438                       Northridge_Heights        Norm        Norm    OneFam
## 440                       Northridge_Heights        Norm        Norm    OneFam
## 441                       Northridge_Heights        Norm        Norm    OneFam
## 442                       Northridge_Heights        Norm        Norm    OneFam
## 443                       Northridge_Heights        Norm        Norm    OneFam
## 444                       Northridge_Heights        Norm        Norm    OneFam
## 445                       Northridge_Heights        Norm        Norm    OneFam
## 446                       Northridge_Heights        Norm        Norm    OneFam
## 447                       Northridge_Heights        Norm        Norm    OneFam
## 448                       Northridge_Heights        Norm        Norm    OneFam
## 449                       Northridge_Heights        Norm        Norm    OneFam
## 450                       Northridge_Heights        Norm        Norm    OneFam
## 451                       Northridge_Heights        Norm        Norm    OneFam
## 452                       Northridge_Heights        Norm        Norm    TwnhsE
## 453                       Northridge_Heights        Norm        Norm     Twnhs
## 454                       Northridge_Heights        Norm        Norm     Twnhs
## 455                       Northridge_Heights        Norm        Norm    TwnhsE
## 456                       Northridge_Heights        Norm        Norm     Twnhs
## 457                       Northridge_Heights        Norm        Norm    OneFam
## 458                       Northridge_Heights        Norm        Norm    OneFam
## 459                       Northridge_Heights        Norm        Norm    TwnhsE
## 460                       Northridge_Heights        Norm        Norm    TwnhsE
## 461                       Northridge_Heights        Norm        Norm    OneFam
## 462                       Northridge_Heights        Norm        Norm    TwnhsE
## 463                       Northridge_Heights        Norm        Norm    TwnhsE
## 464                       Northridge_Heights        Norm        Norm     Twnhs
## 465                                  Gilbert        RRAn        Norm    OneFam
## 466                                  Gilbert        Norm        Norm    OneFam
## 467                                  Gilbert        Norm        Norm    OneFam
## 468                                  Gilbert        Norm        Norm    OneFam
## 469                      Bloomington_Heights        Norm        Norm    TwnhsE
## 470                      Bloomington_Heights        Norm        Norm    TwnhsE
## 471                      Bloomington_Heights        Norm        Norm    TwnhsE
## 472                      Bloomington_Heights        Norm        Norm    TwnhsE
## 473                      Bloomington_Heights        Norm        Norm    TwnhsE
## 474                      Bloomington_Heights        Norm        Norm    TwnhsE
## 475                                  Gilbert        Norm        Norm    OneFam
## 477                                  Gilbert        Norm        Norm    OneFam
## 478                                  Gilbert        Norm        Norm    OneFam
## 479                                  Gilbert        Norm        Norm    OneFam
## 480                                  Gilbert        Norm        Norm    OneFam
## 481                                  Gilbert        Norm        Norm    OneFam
## 482                                  Gilbert        Norm        Norm    OneFam
## 484                                  Gilbert        Norm        Norm    OneFam
## 485                                  Gilbert        Norm        Norm    OneFam
## 486                                  Gilbert        Norm        Norm    OneFam
## 487                                  Gilbert        RRAn        Norm    OneFam
## 488                                  Gilbert        RRAn        Norm    OneFam
## 489                                  Gilbert        Norm        Norm    OneFam
## 490                                  Gilbert        Norm        Norm    OneFam
## 492                                  Gilbert        RRAn        Norm    OneFam
## 494                                  Gilbert        Norm        Norm    OneFam
## 495                               Northridge        Norm        Norm    OneFam
## 496                               Northridge        Norm        Norm    OneFam
## 497                               Northridge        Norm        Norm    OneFam
## 498                               Northridge        Norm        Norm    OneFam
## 499                               Northridge        Norm        Norm    OneFam
## 500                               Northridge        Norm        Norm    OneFam
## 501                               Northridge        Norm        Norm    OneFam
## 502                               Northridge        Norm        Norm    OneFam
## 503                               Northridge        Norm        Norm    OneFam
## 504                               Northridge        Norm        Norm    OneFam
## 505                               Northridge        Norm        Norm    OneFam
## 506                               Northridge        Norm        Norm    OneFam
## 507                                 Somerset       Feedr        Norm    OneFam
## 508                                 Somerset        PosN        Norm    OneFam
## 509                                 Somerset        PosN        Norm    OneFam
## 510                                 Somerset        Norm        Norm    OneFam
## 511                                 Somerset        Norm        Norm    OneFam
## 512                                 Somerset        Norm        Norm    OneFam
## 513                                 Somerset        Norm        Norm    OneFam
## 515                                 Somerset        Norm        Norm    OneFam
## 516                                 Somerset        Norm        Norm    OneFam
## 517                                 Somerset        Norm        Norm    OneFam
## 518                                 Somerset        Norm        Norm    OneFam
## 519                                 Somerset        Norm        Norm    OneFam
## 520                                 Somerset        Norm        Norm    OneFam
## 521                                 Somerset        Norm        Norm    OneFam
## 522                                 Somerset        Norm        Norm    OneFam
## 523                                 Somerset        Norm        Norm    OneFam
## 524                                 Somerset        Norm        Norm    OneFam
## 525                                 Somerset        Norm        Norm    OneFam
## 526                                 Somerset        Norm        Norm    OneFam
## 527                                 Somerset        Norm        Norm    OneFam
## 528                                 Somerset        Norm        Norm    OneFam
## 529                                 Somerset        Norm        Norm    OneFam
## 530                                 Somerset        Norm        Norm    OneFam
## 531                                 Somerset        Norm        Norm    OneFam
## 532                                 Somerset        Norm        Norm    OneFam
## 533                                 Somerset        Norm        Norm    OneFam
## 534                              Sawyer_West        Norm        Norm    OneFam
## 535                              Sawyer_West        Norm        Norm    OneFam
## 536                              Sawyer_West        Norm        Norm    OneFam
## 537                              Sawyer_West        Norm        Norm    OneFam
## 538                              Sawyer_West        Norm        Norm    OneFam
## 539                              Sawyer_West        Norm        Norm    OneFam
## 540                              Sawyer_West        RRAe        Norm    OneFam
## 541                              Sawyer_West        RRAe        Norm    OneFam
## 542                              Sawyer_West        RRAe        Norm    OneFam
## 543                              Sawyer_West        Norm        Norm    OneFam
## 544                              Sawyer_West        Norm        Norm    OneFam
## 545                              Sawyer_West        Norm        Norm    OneFam
## 546                              Sawyer_West        Norm        Norm    OneFam
## 547                              Sawyer_West        Norm        Norm    OneFam
## 548                              Sawyer_West        Norm        Norm    TwnhsE
## 549                              Sawyer_West        Norm        Norm    TwnhsE
## 550                              Sawyer_West        RRAe        Norm    OneFam
## 551                              Sawyer_West        Norm        Norm    OneFam
## 552                              Sawyer_West        Norm        Norm    Duplex
## 553                              Sawyer_West       Feedr        Norm    OneFam
## 554                              Sawyer_West        Norm        Norm    OneFam
## 555                                   Sawyer        Norm        Norm    OneFam
## 556                                   Sawyer        Norm        Norm    OneFam
## 557                                   Sawyer       Feedr        Norm    OneFam
## 558                                   Sawyer        Norm        Norm    OneFam
## 560                                   Sawyer        RRAe        Norm    OneFam
## 561                                   Sawyer       Feedr        Norm    OneFam
## 562                                   Sawyer        Norm        Norm    OneFam
## 563                                   Sawyer       Feedr        Norm    OneFam
## 564                                  Veenker        Norm        Norm    OneFam
## 565                               Northridge        Norm        Norm    OneFam
## 566                                 Somerset        Norm        Norm     Twnhs
## 567                                 Somerset        Norm        Norm    TwnhsE
## 568                                 Somerset        Norm        Norm    TwnhsE
## 569                                 Somerset        Norm        Norm    TwnhsE
## 570                                 Somerset        Norm        Norm    TwnhsE
## 571                                 Somerset        Norm        Norm    TwnhsE
## 572                                 Somerset        Norm        Norm    TwnhsE
## 573                                 Somerset        Norm        Norm    TwnhsE
## 574                                 Somerset        Norm        Norm     Twnhs
## 575                                  Veenker        Norm        Norm    OneFam
## 577                                  Veenker        Norm        Norm    OneFam
## 578                                  Veenker       Feedr        Norm    OneFam
## 579                                   Sawyer       Feedr        Norm    OneFam
## 580                           Northwest_Ames        RRAn        Norm    OneFam
## 581                           Northwest_Ames        PosA        Norm    OneFam
## 582                           Northwest_Ames        PosN        Norm    OneFam
## 583                           Northwest_Ames        PosN        Norm    OneFam
## 584                           Northwest_Ames        PosN        Norm    OneFam
## 585                           Northwest_Ames        Norm        Norm    OneFam
## 586                           Northwest_Ames        PosA        Norm    OneFam
## 587                           Northwest_Ames        Norm        Norm    OneFam
## 588                           Northwest_Ames       Feedr        Norm    OneFam
## 589                           Northwest_Ames       Feedr        Norm    OneFam
## 590                           Northwest_Ames        Norm        Norm    OneFam
## 591                           Northwest_Ames        Norm        Norm    OneFam
## 592                           Northwest_Ames        RRAn        Norm    OneFam
## 593                           Northwest_Ames        Norm        Norm    OneFam
## 594                               North_Ames        Norm        Norm    OneFam
## 595                               North_Ames        Norm        Norm    OneFam
## 596                               North_Ames        Norm        Norm    OneFam
## 597                           Northwest_Ames        Norm        Norm    OneFam
## 598                           Northwest_Ames        Norm        Norm    OneFam
## 599                           Northwest_Ames       Feedr        Norm    OneFam
## 600                               North_Ames        Norm        Norm    OneFam
## 601                               North_Ames        Norm        Norm    OneFam
## 603                               North_Ames        Norm        Norm    OneFam
## 604                               North_Ames        Norm        Norm    OneFam
## 605                               North_Ames        Norm        Norm    Duplex
## 606                               North_Ames        Norm        Norm    OneFam
## 607                               North_Ames        Norm        Norm    OneFam
## 608                               North_Ames        Norm        Norm    OneFam
## 609                               North_Ames        Norm        Norm    OneFam
## 610                               North_Ames        Norm        Norm    OneFam
## 611                               North_Ames        Norm        Norm    OneFam
## 612                               North_Ames        Norm        Norm    OneFam
## 613                               North_Ames        Norm        Norm    OneFam
## 614                               North_Ames        Norm        Norm    OneFam
## 615                                Brookside        Norm        Norm    OneFam
## 616                                Brookside        Norm        Norm    OneFam
## 617                               North_Ames       Feedr        Norm    OneFam
## 619                               North_Ames        Norm        Norm    OneFam
## 620                               North_Ames        Norm        Norm    OneFam
## 621                               North_Ames        Norm        Norm    OneFam
## 622                               North_Ames        Norm        Norm    OneFam
## 623                               North_Ames        Norm        Norm    Duplex
## 624                               North_Ames        Norm        Norm    OneFam
## 625                               North_Ames        Norm        Norm    OneFam
## 626                               North_Ames        Norm        Norm    OneFam
## 627                               North_Ames        Norm        Norm    OneFam
## 628                               North_Ames        Norm        Norm    OneFam
## 630                               North_Ames       Feedr        Norm    OneFam
## 631                               North_Ames        Norm        Norm    OneFam
## 632                               North_Ames        Norm        Norm    OneFam
## 633                               North_Ames        Norm        Norm    OneFam
## 634                               North_Ames        Norm        Norm    OneFam
## 635                               North_Ames       Feedr        Norm    OneFam
## 636                               North_Ames       Feedr        Norm    OneFam
## 637                               North_Ames        Norm        Norm    OneFam
## 638                               North_Ames        Norm        Norm    OneFam
## 639                               North_Ames        Norm        Norm    OneFam
## 640                               North_Ames      Artery        Norm    OneFam
## 641                               North_Ames        Norm        Norm    OneFam
## 642                               North_Ames        Norm        Norm    Duplex
## 643                               North_Ames        Norm        Norm    OneFam
## 644                               North_Ames        Norm        Norm    OneFam
## 645                               North_Ames        Norm        Norm    OneFam
## 646                               North_Ames        Norm        Norm    OneFam
## 647                               North_Ames        Norm        Norm    OneFam
## 648                               North_Ames        Norm        Norm    OneFam
## 649                               North_Ames        Norm        Norm    OneFam
## 650                               North_Ames        Norm        Norm    OneFam
## 652                               North_Ames      Artery        Norm    OneFam
## 653                               North_Ames        Norm        Norm    OneFam
## 654                               North_Ames        Norm        Norm    OneFam
## 655                                 Old_Town        Norm        Norm    OneFam
## 656                                 Old_Town        Norm        Norm    OneFam
## 657                                 Old_Town        Norm        Norm    OneFam
## 658                                 Old_Town        Norm        Norm    OneFam
## 659                                 Old_Town        Norm        Norm    OneFam
## 660                                 Old_Town        Norm        Norm    OneFam
## 661                                 Old_Town        Norm        Norm    OneFam
## 662                                 Old_Town      Artery        Norm    OneFam
## 663                                 Old_Town      Artery        Norm    OneFam
## 665                                 Old_Town        Norm        Norm    OneFam
## 666                                 Old_Town        Norm        Norm    OneFam
## 667                               North_Ames      Artery        Norm    Duplex
## 668                               North_Ames        Norm        Norm    OneFam
## 669                               North_Ames        Norm        Norm    OneFam
## 670                               North_Ames      Artery        Norm    Duplex
## 671                               North_Ames        Norm        Norm    OneFam
## 672                               North_Ames        Norm        Norm    OneFam
## 673                               North_Ames        Norm        Norm    OneFam
## 674                               North_Ames        Norm        Norm    OneFam
## 675                               North_Ames        Norm        Norm    OneFam
## 678                               North_Ames      Artery        Norm    OneFam
## 680                               North_Ames        Norm        Norm    OneFam
## 681                               North_Ames        Norm        Norm    OneFam
## 682                               North_Ames        Norm        Norm    OneFam
## 683                               North_Ames        Norm        Norm    OneFam
## 684                               North_Ames        Norm        Norm    OneFam
## 685                               North_Ames        Norm        Norm    OneFam
## 686                               North_Ames      Artery        Norm    OneFam
## 687                               North_Ames      Artery        Norm    OneFam
## 688                               North_Ames        Norm        Norm    OneFam
## 689                               North_Ames        Norm        Norm    Duplex
## 690                               North_Ames        Norm        Norm    OneFam
## 691                               North_Ames        PosN        Norm    OneFam
## 692                                 Old_Town      Artery        Norm    OneFam
## 693                                 Old_Town        Norm        Norm    OneFam
## 694                                 Old_Town        Norm        Norm    OneFam
## 695                                 Old_Town        Norm        Norm    Duplex
## 696                                 Old_Town      Artery        Norm    OneFam
## 697                                 Old_Town        Norm        Norm    OneFam
## 698                                 Old_Town        Norm        Norm    OneFam
## 699                                 Old_Town        Norm        Norm    OneFam
## 700                                 Old_Town        Norm        Norm    OneFam
## 702                                 Old_Town      Artery        Norm    Duplex
## 703                                 Old_Town        Norm        Norm    OneFam
## 704                                 Old_Town        Norm        Norm    OneFam
## 705                                 Old_Town        Norm        Norm  TwoFmCon
## 706                                 Old_Town        Norm        Norm    OneFam
## 707                                 Old_Town        Norm        Norm  TwoFmCon
## 709                                 Old_Town        Norm        Norm    OneFam
## 711                                 Old_Town      Artery        Norm    OneFam
## 712                                 Old_Town        Norm        Norm    OneFam
## 713                                 Old_Town        Norm        Norm  TwoFmCon
## 714                                 Old_Town        Norm        Norm    OneFam
## 715                                 Old_Town        Norm        Norm    OneFam
## 717                                 Old_Town        Norm        Norm    OneFam
## 718                                 Old_Town      Artery        Norm    OneFam
## 719                                 Old_Town        Norm        Norm    OneFam
## 720                                 Old_Town      Artery        Norm    OneFam
## 721                                 Old_Town        Norm        Norm    OneFam
## 722                                 Old_Town      Artery        Norm    OneFam
## 724                                 Old_Town        Norm        Norm    OneFam
## 726                                 Old_Town        Norm        Norm    OneFam
## 727                   Iowa_DOT_and_Rail_Road        Norm        Norm    OneFam
## 728                   Iowa_DOT_and_Rail_Road        Norm        Norm    OneFam
## 729                                Brookside        Norm        Norm    OneFam
## 730                                Brookside        Norm        Norm    OneFam
## 731                                Brookside        Norm        Norm    OneFam
## 732                                Brookside        RRAn        Norm    OneFam
## 734                                Brookside        Norm        Norm    OneFam
## 735                                Brookside        Norm        Norm    OneFam
## 736                                Brookside        Norm        Norm    OneFam
## 737                                Brookside        Norm        Norm    OneFam
## 738                                Brookside        Norm        Norm    OneFam
## 739                                Brookside        Norm        Norm    OneFam
## 740                                Brookside       Feedr        Norm    OneFam
## 741                                Brookside        Norm        Norm    OneFam
## 742                                Brookside        Norm        Norm    OneFam
## 744                                Brookside        Norm        Norm    OneFam
## 745                                Brookside        Norm        Norm    OneFam
## 746                                Brookside        Norm        Norm    OneFam
## 747                                Brookside        Norm        Norm    OneFam
## 748                                Brookside        PosN        Norm    OneFam
## 749                                Brookside        RRAn       Feedr    OneFam
## 750                                 Old_Town        Norm        Norm    OneFam
## 751                                 Old_Town        Norm        Norm    OneFam
## 752                                 Old_Town        Norm        Norm    OneFam
## 755                   Iowa_DOT_and_Rail_Road        Norm        Norm    OneFam
## 756                   Iowa_DOT_and_Rail_Road        Norm        Norm    OneFam
## 757                                 Old_Town       Feedr        Norm    OneFam
## 758                                 Old_Town       Feedr        Norm  TwoFmCon
## 759                   Iowa_DOT_and_Rail_Road        Norm        Norm    OneFam
## 760                   Iowa_DOT_and_Rail_Road        Norm        Norm    OneFam
## 761                   Iowa_DOT_and_Rail_Road      Artery        Norm  TwoFmCon
## 762                                   Sawyer        Norm        Norm    OneFam
## 763                                  Edwards        Norm        Norm    Duplex
## 764                                  Edwards        Norm        Norm    Duplex
## 765                                  Edwards        Norm        Norm    Duplex
## 767                                  Edwards      Artery        Norm    OneFam
## 769                                   Sawyer        Norm        Norm    OneFam
## 770                                   Sawyer       Feedr        Norm    OneFam
## 771                                   Sawyer        Norm        Norm    OneFam
## 772                                   Sawyer        Norm        Norm    OneFam
## 773                                   Sawyer        Norm        Norm    OneFam
## 774                                   Sawyer        Norm        Norm    OneFam
## 775                                   Sawyer        Norm        Norm    OneFam
## 776                                   Sawyer        Norm        Norm    OneFam
## 777                                   Sawyer        Norm        Norm    OneFam
## 778                                   Sawyer        Norm        Norm    OneFam
## 779                                   Sawyer        Norm        Norm    OneFam
## 780                              Clear_Creek        Norm        Norm    OneFam
## 782                              Clear_Creek        Norm        Norm    OneFam
## 783                              Clear_Creek        Norm        Norm    OneFam
## 784                                  Edwards        Norm        Norm    OneFam
## 785                                  Edwards        Norm        Norm    OneFam
## 786                              Clear_Creek        Norm        Norm    OneFam
## 787                                  Edwards        Norm        Norm    OneFam
## 788                                  Edwards        Norm        Norm    OneFam
## 789                                  Edwards        Norm        Norm    OneFam
## 790                                  Edwards        Norm        Norm    OneFam
## 792                                  Edwards        Norm        Norm    OneFam
## 793                                  Edwards        Norm        Norm    OneFam
## 794                                  Edwards        Norm        Norm    OneFam
## 795                                  Edwards        Norm        Norm    OneFam
## 796                                  Edwards        Norm        Norm    TwnhsE
## 797                                  Edwards        Norm        Norm    OneFam
## 798                                  Edwards        Norm        Norm    OneFam
## 800                              Sawyer_West       Feedr        Norm    OneFam
## 801                              Sawyer_West        Norm        Norm    OneFam
## 802                              Sawyer_West        Norm        Norm    OneFam
## 803                              Sawyer_West        Norm        Norm    OneFam
## 804                              Sawyer_West        Norm        Norm    OneFam
## 805                              Sawyer_West        Norm        Norm    OneFam
## 806                              Sawyer_West        Norm        Norm    OneFam
## 807                              Sawyer_West       Feedr        Norm    OneFam
## 808                              Sawyer_West        Norm        Norm    Duplex
## 809                              Sawyer_West       Feedr        Norm    Duplex
## 810                              Sawyer_West       Feedr        Norm    Duplex
## 811                              Sawyer_West        Norm        Norm    Duplex
## 812                              Sawyer_West        Norm        Norm    Duplex
## 813                              Sawyer_West       Feedr        Norm    Duplex
## 814                              Sawyer_West       Feedr        Norm    Duplex
## 815                              Sawyer_West        Norm        Norm    Duplex
## 816                              Sawyer_West        Norm        Norm    Duplex
## 817                              Sawyer_West       Feedr        Norm    Duplex
## 818                              Sawyer_West       Feedr        Norm    Duplex
## 819                            College_Creek        Norm        Norm    OneFam
## 820                            College_Creek        Norm        Norm    OneFam
## 821                            College_Creek        Norm        Norm    OneFam
## 822                            College_Creek        Norm        Norm    OneFam
## 823                            College_Creek        Norm        Norm    OneFam
## 824                            College_Creek        Norm        Norm    OneFam
## 825                            College_Creek        Norm        Norm    OneFam
## 826                            College_Creek        Norm        Norm    OneFam
## 827                            College_Creek        Norm        Norm    OneFam
## 828                            College_Creek        Norm        Norm    OneFam
## 829                            College_Creek        Norm        Norm    OneFam
## 830                            College_Creek        Norm        Norm    OneFam
## 831                            College_Creek        Norm        Norm    OneFam
## 832                            College_Creek        Norm        Norm    OneFam
## 833                              Sawyer_West        Norm        Norm    OneFam
## 834                              Clear_Creek        Norm        Norm    OneFam
## 835                              Clear_Creek        Norm        Norm    OneFam
## 836                            College_Creek        Norm        Norm    OneFam
## 837                            College_Creek        Norm        Norm    OneFam
## 838                            College_Creek        Norm        Norm    OneFam
## 840                            College_Creek        PosN        Norm    OneFam
## 841                            College_Creek        Norm        Norm    OneFam
## 842                            College_Creek        Norm        Norm    OneFam
## 843                            College_Creek        Norm        Norm    OneFam
## 844                            College_Creek        Norm        Norm    OneFam
## 845                            College_Creek        Norm        Norm    OneFam
## 846                            College_Creek        Norm        Norm    OneFam
## 847                            College_Creek        Norm        Norm    OneFam
## 848                            College_Creek        Norm        Norm    OneFam
## 849                            College_Creek        Norm        Norm    OneFam
## 850                            College_Creek        Norm        Norm    OneFam
## 851                            College_Creek        Norm        Norm    OneFam
## 852                            College_Creek        Norm        Norm    OneFam
## 853                            College_Creek        Norm        Norm    OneFam
## 854                            College_Creek        Norm        Norm    OneFam
## 855                            College_Creek        Norm        Norm    OneFam
## 856                            College_Creek        Norm        Norm    OneFam
## 857                            College_Creek        Norm        Norm    OneFam
## 858                            College_Creek        Norm        Norm    OneFam
## 859                            College_Creek        Norm        Norm    OneFam
## 860                            College_Creek        Norm        Norm    OneFam
## 861                            College_Creek        Norm        Norm    OneFam
## 862                            College_Creek        Norm        Norm    OneFam
## 863                            College_Creek        Norm        Norm    OneFam
## 864                            College_Creek        Norm        Norm    OneFam
## 865                            College_Creek        Norm        Norm    OneFam
## 866                            College_Creek        Norm        Norm    OneFam
## 867                            College_Creek        PosN        Norm    OneFam
## 868                            College_Creek        Norm        Norm    OneFam
## 869                            College_Creek        Norm        Norm    OneFam
## 870                            College_Creek       Feedr        Norm    OneFam
## 871                            College_Creek        Norm        Norm    OneFam
## 872                            College_Creek        Norm        Norm    OneFam
## 873                            College_Creek        Norm        Norm    OneFam
## 874                            College_Creek        Norm        Norm    OneFam
## 875                            College_Creek        Norm        Norm    OneFam
## 876                            College_Creek        Norm        Norm    OneFam
## 877                            College_Creek        Norm        Norm    OneFam
## 878                            College_Creek        Norm        Norm    TwnhsE
## 879                            College_Creek        Norm        Norm    TwnhsE
## 880                            College_Creek        Norm        Norm    OneFam
## 881                            College_Creek        Norm        Norm    OneFam
## 882                            College_Creek        Norm        Norm    OneFam
## 883                            College_Creek        Norm        Norm    OneFam
## 884                            College_Creek        Norm        Norm    OneFam
## 885                                  Edwards       Feedr        Norm    OneFam
## 886                                  Edwards        Norm        Norm    OneFam
## 887                                  Edwards        Norm        Norm    OneFam
## 888                                  Edwards        Norm        Norm    OneFam
## 889                                  Edwards        Norm        Norm    OneFam
## 890                                  Edwards        Norm        Norm    OneFam
## 891                                  Edwards        Norm        Norm    OneFam
## 892                                  Edwards        Norm        Norm    OneFam
## 894                                  Edwards        Norm        Norm    OneFam
## 895                                  Edwards        Norm        Norm    OneFam
## 896                                  Edwards        Norm        Norm    OneFam
## 898                                  Edwards       Feedr        Norm    OneFam
## 900                                  Edwards        Norm        Norm    Duplex
## 901                                  Edwards        Norm        Norm    OneFam
## 902                                  Edwards        Norm        Norm    OneFam
## 904                                  Edwards        Norm        Norm    OneFam
## 905                                  Edwards        Norm        Norm    OneFam
## 906  South_and_West_of_Iowa_State_University        Norm        Norm    OneFam
## 907  South_and_West_of_Iowa_State_University        Norm        Norm    OneFam
## 908  South_and_West_of_Iowa_State_University        Norm        Norm    OneFam
## 909  South_and_West_of_Iowa_State_University        Norm        Norm    OneFam
## 911  South_and_West_of_Iowa_State_University       Feedr        Norm    OneFam
## 912  South_and_West_of_Iowa_State_University        Norm        Norm    OneFam
## 913                                 Crawford        Norm        Norm    OneFam
## 914  South_and_West_of_Iowa_State_University        Norm        Norm    OneFam
## 915  South_and_West_of_Iowa_State_University       Feedr        Norm    OneFam
## 917  South_and_West_of_Iowa_State_University        Norm        Norm    OneFam
## 918                                 Crawford        Norm        Norm    OneFam
## 919                                 Crawford        Norm        Norm    OneFam
## 920                                 Crawford        Norm        Norm    OneFam
## 921                                 Crawford        Norm        Norm    OneFam
## 922                                 Crawford        Norm        Norm    OneFam
## 923                                 Crawford        Norm        Norm    OneFam
## 924                                 Crawford        Norm        Norm    OneFam
## 925                                 Crawford        Norm        Norm    OneFam
## 926                                 Crawford        Norm        Norm    Duplex
## 927                                 Crawford       Feedr        Norm    OneFam
## 928                                 Crawford        Norm        Norm    OneFam
## 929                                 Crawford        Norm        Norm    OneFam
## 931                                 Crawford        Norm        Norm    OneFam
## 932                                 Crawford        PosA        Norm    OneFam
## 933                                  Blueste        Norm        Norm     Twnhs
## 934                                  Blueste        Norm        Norm    TwnhsE
## 935                                  Blueste        Norm        Norm     Twnhs
## 936                                  Blueste        Norm        Norm    TwnhsE
## 937                                 Crawford        Norm        Norm    OneFam
## 938                                 Crawford        Norm        Norm    OneFam
## 939                                 Crawford        Norm        Norm    OneFam
## 940                   Iowa_DOT_and_Rail_Road        Norm        Norm    OneFam
## 941                   Iowa_DOT_and_Rail_Road        Norm        Norm    OneFam
## 942                   Iowa_DOT_and_Rail_Road        Norm        Norm    OneFam
## 945                                 Crawford        Norm        Norm    TwnhsE
## 947                                 Mitchell        Norm        Norm    OneFam
## 948                                 Mitchell        Norm        Norm    OneFam
## 949                                 Mitchell        Norm        Norm    OneFam
## 950                                 Mitchell        Norm        Norm    OneFam
## 951                                 Mitchell        Norm        Norm    OneFam
## 952                                 Mitchell        Norm        Norm    OneFam
## 953                                 Mitchell        Norm        Norm    Duplex
## 954                                 Mitchell        Norm        Norm    OneFam
## 955                                 Mitchell        Norm        Norm    OneFam
## 957                               Timberland        Norm        Norm    OneFam
## 958                               Timberland        Norm        Norm    OneFam
## 959                               Timberland        Norm        Norm    OneFam
## 960                               Timberland        Norm        Norm    OneFam
## 961                               Timberland        Norm        Norm    OneFam
## 962                               Timberland        Norm        Norm    OneFam
## 963                               Timberland        Norm        Norm    OneFam
## 964                               Timberland        Norm        Norm    OneFam
## 965                               Timberland        Norm        Norm    OneFam
## 966                               Timberland        Norm        Norm    OneFam
## 967                               Timberland        Norm        Norm    OneFam
## 968                               Timberland        Norm        Norm    OneFam
## 969                               Timberland        Norm        Norm    OneFam
## 970                                 Mitchell        Norm        Norm    OneFam
## 971                                 Mitchell        Norm        Norm    OneFam
## 972                                 Mitchell        Norm        Norm    TwnhsE
## 973                                 Mitchell        Norm        Norm    TwnhsE
## 974                           Meadow_Village        Norm        Norm     Twnhs
## 975                                 Mitchell        Norm        Norm    OneFam
## 976                           Meadow_Village        Norm        Norm     Twnhs
## 977                                 Mitchell        Norm        Norm    OneFam
## 978                           Meadow_Village        Norm        Norm    TwnhsE
## 979                           Meadow_Village        Norm        Norm     Twnhs
## 980                           Meadow_Village        Norm        Norm    TwnhsE
## 981                                 Mitchell        Norm        Norm    OneFam
## 982                                 Mitchell        Norm        Norm    OneFam
## 983                                 Mitchell        Norm        Norm    OneFam
## 984                                 Mitchell        Norm        Norm    OneFam
## 985                                 Mitchell        Norm        Norm    OneFam
## 987                                 Mitchell        Norm        Norm    OneFam
## 988                                 Mitchell        Norm        Norm    OneFam
## 989                                 Mitchell        Norm        Norm    OneFam
## 990                               North_Ames        Norm        Norm    OneFam
## 991                               North_Ames        Norm        Norm    OneFam
## 992                               North_Ames        Norm        Norm    OneFam
## 993                                  Gilbert        Norm        Norm    OneFam
## 994                                  Gilbert        Norm        Norm    OneFam
## 995                                  Gilbert        Norm        Norm    OneFam
## 996                                  Gilbert        Norm        Norm    OneFam
## 997                                  Gilbert        Norm        Norm    OneFam
## 998                                  Gilbert        Norm        Norm    OneFam
## 999                                  Gilbert        Norm        Norm    OneFam
## 1000                             Stone_Brook        Norm        Norm    TwnhsE
## 1001                             Stone_Brook        Norm        Norm    OneFam
## 1002                             Stone_Brook        Norm        Norm    TwnhsE
## 1003                             Stone_Brook        Norm        Norm    TwnhsE
## 1004                                 Gilbert        Norm        Norm    OneFam
## 1005                                 Gilbert        Norm        Norm    OneFam
## 1006                                 Gilbert        Norm        Norm    OneFam
## 1007                                 Gilbert        Norm        Norm    OneFam
## 1008                                 Gilbert        Norm        Norm    OneFam
## 1009                             Stone_Brook        Norm        Norm    TwnhsE
## 1010                             Stone_Brook        Norm        Norm    TwnhsE
## 1011                             Stone_Brook        Norm        Norm    OneFam
## 1012                             Stone_Brook        Norm        Norm    OneFam
## 1013                             Stone_Brook        Norm        Norm    OneFam
## 1016                                 Gilbert        Norm        Norm    OneFam
## 1017                          Northwest_Ames        Norm        Norm    OneFam
## 1018                          Northwest_Ames        Norm        Norm    OneFam
## 1019                          Northwest_Ames        Norm        Norm    OneFam
## 1020                          Northwest_Ames        Norm        Norm    OneFam
## 1021                          Northwest_Ames        Norm        Norm    OneFam
## 1022                          Northwest_Ames        Norm        Norm    OneFam
## 1023                          Northwest_Ames        PosN        Norm    OneFam
## 1024                          Northwest_Ames        Norm        Norm    OneFam
## 1025                          Northwest_Ames        Norm        Norm    OneFam
## 1026                          Northwest_Ames        Norm        Norm    OneFam
## 1027                          Northwest_Ames        Norm        Norm    OneFam
## 1029                          Northwest_Ames        Norm        Norm    OneFam
## 1030                          Northwest_Ames        Norm        Norm    OneFam
## 1031                          Northwest_Ames        Norm        Norm    OneFam
## 1032                          Northwest_Ames        Norm        Norm    OneFam
## 1033                          Northwest_Ames        Norm        Norm    OneFam
## 1034                              North_Ames        Norm        Norm    Duplex
## 1035                              North_Ames        Norm        Norm    OneFam
## 1036                              North_Ames        Norm        Norm    OneFam
## 1037                              North_Ames        Norm        Norm    OneFam
## 1038                              North_Ames        Norm        Norm    OneFam
## 1039                              North_Ames        Norm        Norm    TwnhsE
## 1040                               Briardale        Norm        Norm     Twnhs
## 1041                               Briardale        Norm        Norm     Twnhs
## 1042                               Briardale        Norm        Norm     Twnhs
## 1043                               Briardale        Norm        Norm     Twnhs
## 1044                               Briardale        Norm        Norm     Twnhs
## 1045                               Briardale        Norm        Norm    TwnhsE
## 1046                               Briardale        Norm        Norm     Twnhs
## 1047                         Northpark_Villa        Norm        Norm    TwnhsE
## 1048                         Northpark_Villa        Norm        Norm    TwnhsE
## 1049                         Northpark_Villa        Norm        Norm     Twnhs
## 1050                              North_Ames        Norm        Norm    OneFam
## 1051                      Northridge_Heights        Norm        Norm    OneFam
## 1052                      Northridge_Heights        Norm        Norm    OneFam
## 1054                      Northridge_Heights        Norm        Norm    OneFam
## 1055                      Northridge_Heights        Norm        Norm    OneFam
## 1056                      Northridge_Heights        Norm        Norm    OneFam
## 1057                      Northridge_Heights        Norm        Norm    OneFam
## 1058                      Northridge_Heights        Norm        Norm    OneFam
## 1059                      Northridge_Heights        Norm        Norm    OneFam
## 1060                      Northridge_Heights        PosN        Norm    OneFam
## 1061                      Northridge_Heights        Norm        Norm    OneFam
## 1062                      Northridge_Heights        Norm        Norm    OneFam
## 1063                      Northridge_Heights        Norm        Norm    OneFam
## 1065                      Northridge_Heights        Norm        Norm    OneFam
## 1066                      Northridge_Heights        Norm        Norm    OneFam
## 1067                      Northridge_Heights        Norm        Norm    OneFam
## 1068                      Northridge_Heights        Norm        Norm    OneFam
## 1069                      Northridge_Heights        Norm        Norm    OneFam
## 1070                      Northridge_Heights        Norm        Norm    TwnhsE
## 1071                      Northridge_Heights        Norm        Norm    TwnhsE
## 1072                      Northridge_Heights        Norm        Norm    TwnhsE
## 1073                      Northridge_Heights        Norm        Norm    TwnhsE
## 1074                      Northridge_Heights        Norm        Norm    TwnhsE
## 1075                      Northridge_Heights        Norm        Norm    TwnhsE
## 1076                      Northridge_Heights        Norm        Norm    TwnhsE
## 1077                      Northridge_Heights        Norm        Norm    TwnhsE
## 1078                      Northridge_Heights        Norm        Norm     Twnhs
## 1079                      Northridge_Heights        Norm        Norm     Twnhs
## 1080                      Northridge_Heights        Norm        Norm    TwnhsE
## 1081                     Bloomington_Heights        Norm        Norm    TwnhsE
## 1082                     Bloomington_Heights        Norm        Norm    TwnhsE
## 1083                     Bloomington_Heights        Norm        Norm    TwnhsE
## 1084                     Bloomington_Heights        Norm        Norm    OneFam
## 1085                     Bloomington_Heights        Norm        Norm    OneFam
## 1086                                 Gilbert        Norm        Norm    OneFam
## 1087                                 Gilbert        Norm        Norm    OneFam
## 1088                                 Gilbert        Norm        Norm    OneFam
## 1089                                 Gilbert        Norm        Norm    OneFam
## 1090                                 Gilbert        Norm        Norm    OneFam
## 1091                                 Gilbert        Norm        Norm    OneFam
## 1092                      Northridge_Heights        Norm        Norm    TwnhsE
## 1093                                 Gilbert        Norm        Norm    OneFam
## 1094                                 Gilbert        Norm        Norm    OneFam
## 1095                                 Gilbert        RRAn        Norm    OneFam
## 1096                                 Gilbert        RRAn        Norm    OneFam
## 1097                                 Gilbert        RRAn        Norm    OneFam
## 1098                                 Gilbert        Norm        Norm    OneFam
## 1099                              Northridge        Norm        Norm    OneFam
## 1100                              Northridge        Norm        Norm    OneFam
## 1101                              Northridge        Norm        Norm    OneFam
## 1102                              Northridge        Norm        Norm    OneFam
## 1103                              Northridge        Norm        Norm    OneFam
## 1104                              Northridge        Norm        Norm    OneFam
## 1105                              Northridge        Norm        Norm    OneFam
## 1106                              Northridge        Norm        Norm    OneFam
## 1107                              Northridge        Norm        Norm    OneFam
## 1109                              Northridge        Norm        Norm    OneFam
## 1110                              Northridge        Norm        Norm    OneFam
## 1111                                Somerset       Feedr        Norm    OneFam
## 1112                                Somerset       Feedr        Norm    OneFam
## 1113                                Somerset        RRAn        Norm    OneFam
## 1114                                Somerset        RRAn        Norm    OneFam
## 1115                                Somerset        Norm        Norm    OneFam
## 1116                                Somerset        Norm        Norm    OneFam
## 1117                                Somerset        Norm        Norm    OneFam
## 1118                                Somerset        Norm        Norm    OneFam
## 1119                                Somerset        Norm        Norm    OneFam
## 1120                                Somerset       Feedr        Norm    OneFam
## 1121                                Somerset        Norm        Norm    OneFam
## 1122                                Somerset        Norm        Norm    OneFam
## 1123                                Somerset        Norm        Norm    OneFam
## 1124                                Somerset        Norm        Norm    OneFam
## 1125                                Somerset        Norm        Norm    OneFam
## 1126                                Somerset        Norm        Norm    OneFam
## 1127                                Somerset        Norm        Norm    OneFam
## 1128                                Somerset        Norm        Norm    OneFam
## 1129                                Somerset        Norm        Norm    OneFam
## 1130                                Somerset        Norm        Norm    OneFam
## 1131                                Somerset        Norm        Norm    OneFam
## 1132                             Sawyer_West        Norm        Norm    OneFam
## 1133                             Sawyer_West        Norm        Norm    OneFam
## 1134                             Sawyer_West        Norm        Norm    OneFam
## 1135                             Sawyer_West        RRAe        Norm    OneFam
## 1136                             Sawyer_West        RRAe        Norm    OneFam
## 1137                             Sawyer_West        RRAe        Norm    OneFam
## 1138                             Sawyer_West        Norm        Norm    OneFam
## 1139                             Sawyer_West        Norm        Norm    OneFam
## 1140                             Sawyer_West        Norm        Norm    OneFam
## 1141                             Sawyer_West        Norm        Norm    OneFam
## 1142                             Sawyer_West        Norm        Norm    OneFam
## 1143                             Sawyer_West        Norm        Norm    OneFam
## 1144                             Sawyer_West        Norm        Norm    OneFam
## 1145                             Sawyer_West        Norm        Norm    OneFam
## 1146                             Sawyer_West        Norm        Norm    OneFam
## 1148                             Sawyer_West        Norm        Norm    TwnhsE
## 1149                             Sawyer_West        Norm        Norm    TwnhsE
## 1150                                  Sawyer        RRAe        Norm    OneFam
## 1151                                  Sawyer        Norm        Norm    OneFam
## 1152                                  Sawyer       Feedr        Norm    OneFam
## 1153                                  Sawyer        RRAe        Norm  TwoFmCon
## 1154                                  Sawyer        Norm        Norm    OneFam
## 1155                                  Sawyer       Feedr        Norm    OneFam
## 1156                                 Veenker        Norm        Norm    OneFam
## 1157                                  Sawyer       Feedr        Norm    OneFam
## 1158                              Northridge        Norm        Norm    OneFam
## 1159                              Northridge        Norm        Norm    OneFam
## 1160                                Somerset        Norm        Norm    TwnhsE
## 1161                                Somerset        Norm        Norm    TwnhsE
## 1162                                Somerset        Norm        Norm    TwnhsE
## 1163                                Somerset        Norm        Norm    TwnhsE
## 1164                                Somerset        Norm        Norm    TwnhsE
## 1165                                Somerset        Norm        Norm    TwnhsE
## 1166                                Somerset        Norm        Norm     Twnhs
## 1167                                Somerset        Norm        Norm     Twnhs
## 1168                                Somerset        Norm        Norm    TwnhsE
## 1169                                Somerset        Norm        Norm    TwnhsE
## 1170                                Somerset        Norm        Norm    TwnhsE
## 1171                                Somerset        Norm        Norm    TwnhsE
## 1172                                Somerset        Norm        Norm    TwnhsE
## 1173                                Somerset        Norm        Norm     Twnhs
## 1174                                Somerset        Norm        Norm     Twnhs
## 1175                                Somerset        Norm        Norm    OneFam
## 1176                                Somerset        Norm        Norm     Twnhs
## 1177                                Somerset        Norm        Norm     Twnhs
## 1178                                Somerset        Norm        Norm    TwnhsE
## 1179                                 Veenker        Norm        Norm    TwnhsE
## 1180                                 Veenker        Norm        Norm    TwnhsE
## 1182                                 Veenker        Norm        Norm    OneFam
## 1183                                 Veenker        Norm        Norm    OneFam
## 1185                                Somerset        Norm        Norm    OneFam
## 1186                          Northwest_Ames        Norm        Norm    OneFam
## 1187                          Northwest_Ames        Norm        Norm    OneFam
## 1188                          Northwest_Ames        Norm        Norm    OneFam
## 1189                          Northwest_Ames        Norm        Norm    OneFam
## 1190                          Northwest_Ames        Norm        Norm    OneFam
## 1191                          Northwest_Ames        RRAn        Norm    Duplex
## 1192                          Northwest_Ames        Norm        Norm    OneFam
## 1193                              North_Ames       Feedr        Norm    OneFam
## 1194                              North_Ames        Norm        Norm    OneFam
## 1195                              North_Ames        Norm        Norm    OneFam
## 1196                              North_Ames        Norm        Norm    Duplex
## 1197                              North_Ames        Norm        Norm    Duplex
## 1198                          Northwest_Ames       Feedr        Norm    Duplex
## 1199                          Northwest_Ames        Norm        Norm    OneFam
## 1200                          Northwest_Ames        Norm        Norm    OneFam
## 1201                          Northwest_Ames        Norm        Norm    OneFam
## 1202                          Northwest_Ames       Feedr        Norm    OneFam
## 1203                              North_Ames        Norm        Norm    OneFam
## 1204                          Northwest_Ames       Feedr        Norm    OneFam
## 1205                              North_Ames        Norm        Norm    OneFam
## 1206                              North_Ames        Norm        Norm    OneFam
## 1207                              North_Ames        Norm        Norm    OneFam
## 1208                              North_Ames        Norm        Norm    OneFam
## 1209                              North_Ames        Norm        Norm    OneFam
## 1210                              North_Ames        Norm        Norm    OneFam
## 1211                              North_Ames        Norm        Norm    OneFam
## 1212                              North_Ames        Norm        Norm    OneFam
## 1213                              North_Ames        Norm        Norm    OneFam
## 1215                              North_Ames        Norm        Norm    OneFam
## 1216                              North_Ames        Norm        Norm    OneFam
## 1217                              North_Ames        Norm        Norm    OneFam
## 1218                              North_Ames        Norm        Norm    OneFam
## 1219                              North_Ames        Norm        Norm    OneFam
## 1223                               Brookside        RRAn       Feedr    OneFam
## 1224                              North_Ames        Norm        Norm    OneFam
## 1225                              North_Ames        Norm        Norm    OneFam
## 1226                              North_Ames        Norm        Norm    OneFam
## 1227                              North_Ames        Norm        Norm    OneFam
## 1228                              North_Ames      Artery        Norm    OneFam
## 1229                              North_Ames        Norm        Norm    OneFam
## 1230                              North_Ames        Norm        Norm    OneFam
## 1231                              North_Ames        Norm        Norm    OneFam
## 1232                              North_Ames        Norm        Norm    OneFam
## 1233                              North_Ames        Norm        Norm    OneFam
## 1234                              North_Ames        Norm        Norm    OneFam
## 1235                              North_Ames        Norm        Norm    OneFam
## 1236                              North_Ames        Norm        Norm    OneFam
## 1237                              North_Ames        Norm        Norm    OneFam
## 1238                              North_Ames        Norm        Norm    OneFam
## 1239                              North_Ames        Norm        Norm    OneFam
## 1240                              North_Ames        Norm        Norm    OneFam
## 1241                              North_Ames       Feedr        Norm    OneFam
## 1242                              North_Ames        Norm        Norm    OneFam
## 1243                              North_Ames        Norm        Norm    OneFam
## 1244                              North_Ames        Norm        Norm    OneFam
## 1245                              North_Ames        Norm        Norm    OneFam
## 1246                              North_Ames        Norm        Norm    OneFam
## 1247                              North_Ames        Norm        Norm    OneFam
## 1248                              North_Ames        Norm        Norm    OneFam
## 1249                              North_Ames        Norm        Norm    OneFam
## 1250                              North_Ames        Norm        Norm    OneFam
## 1251                              North_Ames        Norm        Norm    OneFam
## 1253                              North_Ames        Norm        Norm    OneFam
## 1254                              North_Ames        Norm        Norm    Duplex
## 1255                                Old_Town        Norm        Norm    OneFam
## 1256                                Old_Town        Norm        Norm    OneFam
## 1257                              North_Ames      Artery        Norm    OneFam
## 1258                                Old_Town        Norm        Norm    OneFam
## 1259                                Old_Town        Norm        Norm    OneFam
## 1260                                Old_Town        Norm        Norm  TwoFmCon
## 1261                              North_Ames        Norm        Norm    OneFam
## 1262                              North_Ames       Feedr        Norm    OneFam
## 1264                              North_Ames        Norm        Norm    OneFam
## 1265                              North_Ames        Norm        Norm    OneFam
## 1266                              North_Ames        PosA        Norm    OneFam
## 1267                              North_Ames        Norm        Norm    OneFam
## 1268                              North_Ames        Norm        Norm    OneFam
## 1269                              North_Ames        Norm        Norm    OneFam
## 1270                              North_Ames        Norm        Norm    OneFam
## 1271                              North_Ames        Norm        Norm    OneFam
## 1272                              North_Ames        Norm        Norm    OneFam
## 1273                              North_Ames        Norm        Norm    OneFam
## 1274                              North_Ames      Artery        Norm    OneFam
## 1275                              North_Ames       Feedr        Norm    OneFam
## 1276                              North_Ames      Artery        Norm    OneFam
## 1277                              North_Ames        Norm        Norm    OneFam
## 1278                              North_Ames      Artery        Norm    Duplex
## 1279                              North_Ames        Norm        Norm    OneFam
## 1280                              North_Ames        Norm        Norm    OneFam
## 1281                              North_Ames        Norm        Norm    OneFam
## 1282                              North_Ames        Norm        Norm    OneFam
## 1283                              North_Ames        PosN        Norm    OneFam
## 1284                                Old_Town      Artery        Norm    OneFam
## 1286                                Old_Town        Norm        Norm    OneFam
## 1287                                Old_Town      Artery        Norm    OneFam
## 1288                                Old_Town        Norm        Norm    OneFam
## 1289                                Old_Town        Norm        Norm    OneFam
## 1290                                Old_Town        Norm        Norm    OneFam
## 1291                                Old_Town        Norm        Norm    OneFam
## 1292                                Old_Town        Norm        Norm  TwoFmCon
## 1293                                Old_Town        Norm        Norm    OneFam
## 1294                                Old_Town        Norm        Norm    OneFam
## 1295                                Old_Town      Artery        Norm    OneFam
## 1296                                Old_Town        Norm        Norm    OneFam
## 1298                                Old_Town        Norm        Norm    OneFam
## 1299                                Old_Town        Norm        Norm    OneFam
## 1300                                Old_Town        Norm        Norm    OneFam
## 1301                                Old_Town        Norm        Norm    OneFam
## 1302                                Old_Town        Norm        Norm    OneFam
## 1303                                Old_Town        Norm        Norm    OneFam
## 1304                                Old_Town        Norm        Norm    OneFam
## 1305                                Old_Town        Norm        Norm    OneFam
## 1309                                Old_Town      Artery        Norm    OneFam
## 1310                                Old_Town      Artery        Norm    OneFam
## 1311                                Old_Town        Norm        Norm    OneFam
## 1312                                Old_Town        Norm        Norm    OneFam
## 1315                                Old_Town        Norm        Norm    OneFam
## 1316                                Old_Town        Norm        Norm    OneFam
## 1317                                Old_Town        Norm        Norm  TwoFmCon
## 1318                                Old_Town        Norm        Norm    OneFam
## 1320                                Old_Town        Norm        Norm    OneFam
## 1323                                Old_Town        Norm        Norm    OneFam
## 1324                                Old_Town        Norm        Norm    OneFam
## 1325                                Old_Town        Norm        Norm    OneFam
## 1326                                Old_Town        Norm        Norm    OneFam
## 1327                                Old_Town        Norm        Norm    OneFam
## 1328                               Brookside        Norm        Norm    OneFam
## 1331                               Brookside        Norm        Norm    OneFam
## 1332                               Brookside        Norm        Norm    OneFam
## 1333                               Brookside       Feedr        Norm    OneFam
## 1334                               Brookside       Feedr       Feedr    OneFam
## 1335                               Brookside        Norm        Norm    OneFam
## 1336                               Brookside        Norm        Norm    OneFam
## 1337                               Brookside        Norm        Norm    OneFam
## 1338                               Brookside        Norm        Norm    OneFam
##           House_Style   Overall_Qual  Overall_Cond Year_Built Year_Remod_Add
## 1           One_Story  Above_Average       Average       1960           1960
## 2           One_Story        Average Above_Average       1961           1961
## 4           One_Story           Good       Average       1968           1968
## 5           Two_Story        Average       Average       1997           1998
## 6           Two_Story  Above_Average Above_Average       1998           1998
## 7           One_Story      Very_Good       Average       2001           2001
## 8           One_Story      Very_Good       Average       1992           1992
## 9           One_Story      Very_Good       Average       1995           1996
## 10          Two_Story           Good       Average       1999           1999
## 11          Two_Story  Above_Average       Average       1993           1994
## 12          One_Story  Above_Average          Good       1992           2007
## 13          Two_Story  Above_Average       Average       1998           1998
## 14          One_Story           Good       Average       1990           1990
## 15          One_Story      Very_Good       Average       1985           1985
## 16          Two_Story      Very_Good       Average       2003           2003
## 19          One_Story  Below_Average       Average       1951           1951
## 20          One_Story  Above_Average Above_Average       1978           1988
## 21          One_Story  Above_Average Above_Average       1977           1977
## 22             SFoyer           Good Above_Average       1974           1974
## 23          Two_Story           Good       Average       2000           2000
## 24          One_Story  Above_Average          Good       1970           1970
## 25          One_Story        Average Above_Average       1971           2008
## 26          One_Story        Average Above_Average       1968           1968
## 27          One_Story  Below_Average       Average       1970           1970
## 29          One_Story           Good       Average       1999           1999
## 30          Two_Story  Above_Average       Average       1971           1971
## 31          Two_Story        Average       Average       1971           1971
## 32          Two_Story  Above_Average       Average       1971           1971
## 33          One_Story  Above_Average       Average       1977           1977
## 34          Two_Story  Above_Average Above_Average       1975           1975
## 35          One_Story           Good Above_Average       1975           1975
## 36          Two_Story  Above_Average       Average       1978           1978
## 37          Two_Story      Excellent       Average       2009           2010
## 38          One_Story      Very_Good       Average       2007           2008
## 39          One_Story      Excellent       Average       2009           2010
## 40          One_Story      Very_Good       Average       2009           2010
## 41          One_Story           Good       Average       2005           2005
## 42          One_Story      Excellent       Average       2005           2005
## 43          One_Story      Very_Good       Average       2005           2006
## 44          One_Story           Good       Average       2004           2004
## 45          One_Story      Excellent       Average       2009           2010
## 46          One_Story           Good       Average       2009           2010
## 47          One_Story      Excellent       Average       2003           2004
## 48          Two_Story      Very_Good       Average       2002           2002
## 49          One_Story      Excellent       Average       2005           2005
## 50          One_Story      Very_Good       Average       2006           2006
## 51          Two_Story           Good       Average       2003           2003
## 52          One_Story  Above_Average       Average       2005           2005
## 53          One_Story           Good       Average       2006           2006
## 54          One_Story      Very_Good       Average       2004           2005
## 55               SLvl           Good       Average       2004           2004
## 56          Two_Story  Above_Average       Average       2002           2002
## 57          Two_Story           Good       Average       2004           2004
## 58               SLvl           Good       Average       2000           2000
## 59          Two_Story           Good       Average       2001           2001
## 60          Two_Story      Excellent       Average       1999           1999
## 61          Two_Story      Very_Good       Average       1998           1998
## 62          One_Story           Good       Average       1996           1996
## 63          Two_Story      Very_Good       Average       1994           1995
## 64          Two_Story      Very_Good          Good       1999           2007
## 65          Two_Story           Good       Average       1998           1998
## 66   One_and_Half_Fin      Very_Good       Average       1995           1996
## 67          One_Story      Very_Good       Average       2005           2006
## 68          One_Story           Good       Average       2009           2010
## 70          One_Story      Very_Good       Average       2008           2008
## 71          Two_Story           Good       Average       2004           2005
## 72          One_Story  Above_Average       Average       2005           2005
## 73          Two_Story           Good       Average       2004           2004
## 74          Two_Story           Good       Average       2004           2004
## 75          Two_Story           Good       Average       1994           2002
## 76          One_Story  Above_Average       Average       1980           1980
## 77          Two_Story  Above_Average       Average       1992           1992
## 78          One_Story  Above_Average       Average       1979           1979
## 79          One_Story  Above_Average       Average       1984           1984
## 81          One_Story  Above_Average       Average       1984           1985
## 82          Two_Story  Above_Average Above_Average       1980           1981
## 83          One_Story        Average       Average       1920           1950
## 84   One_and_Half_Fin  Above_Average       Average       1978           1978
## 85             SFoyer        Average          Good       1961           1995
## 86          One_Story        Average     Very_Good       1965           2009
## 87          One_Story        Average       Average       1967           1967
## 88          One_Story        Average       Average       1963           1963
## 89          One_Story        Average     Very_Good       1962           2010
## 91          Two_Story           Good       Average       1992           1992
## 92          Two_Story      Very_Good       Average       1993           1993
## 93          Two_Story      Very_Good       Average       1992           1993
## 94          One_Story           Good       Average       2004           2005
## 95          Two_Story           Good       Average       2004           2004
## 96          Two_Story           Good       Average       2004           2004
## 97          Two_Story           Good       Average       2004           2005
## 98          Two_Story           Good       Average       2004           2005
## 99          Two_Story  Above_Average       Average       2005           2005
## 100         One_Story           Good       Average       2009           2009
## 101         Two_Story  Above_Average       Average       2000           2000
## 102         Two_Story  Above_Average       Average       2000           2000
## 103         Two_Story           Good       Average       1999           1999
## 104         Two_Story           Good       Average       2003           2003
## 106         Two_Story      Very_Good       Average       2000           2000
## 109         Two_Story  Above_Average     Very_Good       1976           2005
## 110         One_Story           Good       Average       2002           2002
## 111         One_Story  Above_Average Above_Average       1967           1967
## 112         Two_Story  Above_Average       Average       1993           1993
## 113         One_Story  Above_Average          Good       1977           2001
## 114  One_and_Half_Fin  Above_Average       Average       1978           1978
## 115         Two_Story           Good       Average       1988           1988
## 116         One_Story  Above_Average          Good       1972           2006
## 117         Two_Story  Above_Average Above_Average       1971           1971
## 118         One_Story        Average       Average       1966           1966
## 119         One_Story  Above_Average       Average       1963           1963
## 120         One_Story  Below_Average       Average       1959           1959
## 121         One_Story        Average       Average       1966           1966
## 122         One_Story        Average Above_Average       1967           1967
## 123              SLvl  Above_Average       Average       1964           1964
## 124              SLvl        Average          Good       1964           1964
## 125            SFoyer  Above_Average          Good       1963           1963
## 127         One_Story        Average Above_Average       1950           1996
## 128  One_and_Half_Fin        Average          Good       1952           2002
## 129  One_and_Half_Fin  Above_Average Above_Average       1949           1950
## 130         One_Story        Average          Good       1958           2008
## 132         One_Story        Average       Average       1954           1954
## 133              SLvl  Above_Average Above_Average       1955           1972
## 134         One_Story        Average Above_Average       1954           1954
## 135            SFoyer  Above_Average     Very_Good       1966           2008
## 136         Two_Story        Average       Average       1960           1960
## 137         One_Story           Good       Average       1970           1989
## 138         One_Story  Above_Average Above_Average       1966           2002
## 139         One_Story        Average       Average       1958           1958
## 140         One_Story           Good       Average       2003           2009
## 141         One_Story        Average       Average       1959           1959
## 142         One_Story        Average       Average       1959           1959
## 143         One_Story        Average Above_Average       1957           1957
## 144         One_Story  Above_Average Above_Average       1959           1959
## 145         One_Story        Average       Average       1959           1959
## 146         One_Story        Average       Average       1960           1960
## 147         One_Story        Average       Average       1959           1959
## 148         One_Story  Above_Average       Average       1959           1959
## 149  One_and_Half_Fin  Below_Average       Average       1956           1956
## 150         One_Story        Average          Good       1952           1952
## 151         One_Story        Average Above_Average       1955           1955
## 152         One_Story        Average       Average       1958           1958
## 153         One_Story        Average          Good       1953           2007
## 154         One_Story  Below_Average          Good       1920           1994
## 155         One_Story        Average          Good       1955           2007
## 156         One_Story        Average          Good       1954           2003
## 157         One_Story        Average          Good       1956           2000
## 158  One_and_Half_Fin  Above_Average       Average       1948           1950
## 159            SFoyer  Above_Average       Average       1980           1980
## 160         One_Story        Average          Good       1959           2006
## 162  One_and_Half_Fin  Above_Average     Very_Good       1948           2004
## 163         One_Story        Average          Good       1959           1994
## 164  One_and_Half_Fin        Average Below_Average       1952           1952
## 165         One_Story        Average          Good       1951           2000
## 166         One_Story  Above_Average Above_Average       1962           1962
## 167         One_Story        Average Above_Average       1960           1960
## 168         One_Story  Above_Average          Good       1963           1984
## 169         Two_Story  Above_Average       Average       1966           1966
## 170  One_and_Half_Fin  Below_Average       Average       1900           1954
## 171  One_and_Half_Fin  Below_Average          Good       1910           2004
## 172         One_Story        Average          Good       1920           1950
## 173         One_Story        Average Above_Average       1927           1950
## 174         One_Story        Average          Good       1957           1957
## 175         Two_Story           Fair Above_Average       1915           1950
## 176         One_Story  Below_Average Above_Average       1945           1950
## 177         One_Story        Average          Good       1940           1992
## 178  One_and_Half_Fin        Average          Good       1929           2001
## 179  One_and_Half_Fin  Above_Average          Good       1938           2000
## 180  One_and_Half_Fin        Average          Good       1948           2009
## 181  One_and_Half_Fin        Average Above_Average       1920           1962
## 183         One_Story  Above_Average     Very_Good       1928           2003
## 184         Two_Story      Very_Good     Excellent       1900           2003
## 185  One_and_Half_Fin        Average Above_Average       1915           1950
## 186         Two_Story      Very_Good     Excellent       1890           2002
## 188         One_Story  Above_Average          Good       1957           1996
## 189         Two_Story  Below_Average          Good       1910           1950
## 190         Two_Story  Below_Average Above_Average       1885           1950
## 191         Two_Story  Above_Average          Good       1922           1994
## 192  One_and_Half_Fin        Average Above_Average       1950           1997
## 193  Two_and_Half_Unf           Good          Good       1922           2005
## 194         One_Story  Below_Average          Good       1925           1950
## 195  One_and_Half_Fin  Above_Average          Good       1939           1950
## 196  One_and_Half_Fin  Above_Average Above_Average       1940           1950
## 197  One_and_Half_Fin        Average Above_Average       1942           1950
## 198  One_and_Half_Fin  Above_Average          Good       1948           1950
## 199  One_and_Half_Fin        Average          Good       1936           1980
## 200  One_and_Half_Fin        Average       Average       1930           1950
## 201         One_Story  Above_Average       Average       1923           1950
## 202         Two_Story           Good Above_Average       1921           1950
## 203  One_and_Half_Fin  Below_Average       Average       1915           1950
## 204         Two_Story  Above_Average     Very_Good       1912           2009
## 205         Two_Story  Above_Average     Very_Good       1920           1993
## 208         Two_Story        Average     Excellent       1900           1996
## 209         Two_Story           Good          Good       1940           1950
## 210         One_Story        Average       Average       1959           1959
## 212  One_and_Half_Fin        Average Below_Average       1915           1950
## 213  One_and_Half_Fin  Above_Average       Average       1940           1950
## 215  One_and_Half_Fin        Average          Good       1910           1950
## 216  One_and_Half_Fin        Average     Very_Good       1875           1996
## 217         One_Story  Below_Average          Fair       1967           1967
## 218         One_Story  Below_Average       Average       1968           1968
## 219         One_Story        Average Below_Average       1965           1965
## 220         One_Story        Average Above_Average       1957           1996
## 221         One_Story        Average       Average       1967           1967
## 222         One_Story        Average     Very_Good       1968           2001
## 223         One_Story        Average          Good       1966           2008
## 224         Two_Story  Above_Average          Good       1969           1969
## 225         One_Story        Average       Average       1968           1968
## 226            SFoyer        Average       Average       1978           1978
## 227         Two_Story        Average       Average       1968           1968
## 228         Two_Story  Above_Average       Average       1978           1978
## 229         Two_Story           Good       Average       1996           1997
## 230         One_Story           Good          Good       1977           2001
## 231         One_Story  Below_Average Below_Average       1927           1950
## 232         One_Story  Below_Average          Good       1950           1995
## 234         Two_Story  Above_Average       Average       1978           1992
## 235  One_and_Half_Fin           Fair Below_Average       1938           1990
## 236         One_Story        Average       Average       1920           1950
## 237         One_Story  Above_Average          Good       1950           1987
## 238         One_Story        Average Above_Average       1956           1956
## 239  One_and_Half_Fin  Below_Average Above_Average       1947           1979
## 240         One_Story        Average          Good       1954           1998
## 241         One_Story  Above_Average       Average       2009           2009
## 243         One_Story        Average          Fair       1964           1964
## 244         One_Story  Below_Average          Good       1946           2006
## 245         Two_Story  Above_Average       Average       1985           1985
## 246         One_Story           Good       Average       1987           1987
## 247         Two_Story  Above_Average          Good       1993           1993
## 248         Two_Story           Good       Average       1993           1994
## 249            SFoyer  Above_Average Above_Average       1992           1992
## 250         One_Story      Very_Good       Average       2008           2008
## 251         One_Story           Good       Average       2006           2006
## 252         One_Story           Good       Average       2009           2009
## 253         One_Story           Good       Average       2010           2010
## 254         Two_Story           Good       Average       1990           1990
## 255  One_and_Half_Fin  Above_Average     Very_Good       1900           1993
## 256              SLvl  Above_Average          Good       1971           1971
## 257            SFoyer        Average       Average       1996           1996
## 258         Two_Story           Good       Average       1997           1998
## 259         Two_Story  Above_Average       Average       1998           1998
## 260         One_Story        Average     Very_Good       1977           2004
## 261         Two_Story  Above_Average          Good       1977           1977
## 262         One_Story        Average Above_Average       1976           1976
## 263         One_Story        Average Above_Average       1972           1972
## 264         One_Story      Very_Good       Average       2003           2003
## 265         One_Story      Very_Good       Average       2001           2002
## 266         Two_Story           Good Above_Average       2003           2003
## 267         Two_Story           Good       Average       1997           1997
## 268         One_Story           Good       Average       1998           1998
## 269         One_Story  Above_Average       Average       2003           2003
## 270         One_Story  Above_Average       Average       2004           2004
## 271         One_Story      Very_Good       Average       2003           2003
## 272         One_Story           Good       Average       2004           2005
## 273         One_Story           Good       Average       2004           2004
## 274         One_Story           Fair Above_Average       1945           2007
## 277         One_Story        Average Above_Average       1968           1968
## 278  One_and_Half_Fin  Below_Average       Average       1948           1950
## 279              SLvl  Above_Average Above_Average       1975           1975
## 280              SLvl  Above_Average       Average       1976           1976
## 281         One_Story  Below_Average       Average       1958           1958
## 282         One_Story  Below_Average       Average       2003           2004
## 283  One_and_Half_Fin  Above_Average Below_Average       1945           1950
## 285         One_Story        Average Above_Average       1957           2002
## 286         One_Story        Average Above_Average       1924           1999
## 287         Two_Story  Above_Average Below_Average       1915           1950
## 288         One_Story           Fair          Fair       1914           1950
## 289  One_and_Half_Fin        Average Above_Average       1924           1950
## 290         One_Story  Above_Average Above_Average       1939           1950
## 293  One_and_Half_Fin  Above_Average          Good       1919           1990
## 294  One_and_Half_Fin           Good Above_Average       1941           1985
## 295         Two_Story        Average Above_Average       1950           1991
## 296         Two_Story           Good     Excellent       1941           2006
## 297         One_Story           Good     Very_Good       1959           2002
## 298              SLvl           Good Above_Average       1994           2007
## 299         One_Story      Very_Good Above_Average       1989           1989
## 300         One_Story      Very_Good       Average       1989           1989
## 301         One_Story           Good     Very_Good       1959           1997
## 302  One_and_Half_Fin  Below_Average     Very_Good       1922           2007
## 304  One_and_Half_Fin  Above_Average       Average       1921           1975
## 305  One_and_Half_Fin  Below_Average Below_Average       1920           1950
## 306  One_and_Half_Fin  Below_Average          Good       1900           1950
## 307         One_Story        Average       Average       1952           1952
## 308         One_Story  Below_Average          Good       1896           1950
## 309         One_Story      Very_Good       Average       2004           2005
## 310         Two_Story      Very_Good       Average       1998           1999
## 311              SLvl  Above_Average          Good       1977           1977
## 312         One_Story           Good       Average       2003           2003
## 313              SLvl  Above_Average       Average       1976           1976
## 314         One_Story  Above_Average       Average       1976           1976
## 315         One_Story        Average       Average       1948           1950
## 316         One_Story           Good       Average       2008           2008
## 317         One_Story           Good       Average       2009           2010
## 318         Two_Story        Average       Average       2006           2007
## 319         Two_Story      Very_Good       Average       2009           2010
## 320         Two_Story           Good       Average       2002           2003
## 321         Two_Story      Very_Good       Average       2002           2002
## 322         One_Story      Excellent       Average       2008           2009
## 323         One_Story        Average       Average       1965           1977
## 324         One_Story        Average       Average       2004           2005
## 325         Two_Story  Above_Average       Average       1971           1971
## 326         One_Story        Average       Average       1999           1999
## 327         Two_Story  Below_Average       Average       1973           1973
## 328         One_Story        Average Above_Average       1973           1973
## 329         Two_Story        Average          Fair       1976           1976
## 330         Two_Story  Below_Average          Good       1970           1970
## 331            SFoyer  Below_Average Above_Average       1972           1972
## 332         Two_Story  Below_Average Below_Average       1970           1970
## 333         Two_Story  Below_Average Above_Average       1972           1972
## 334         One_Story        Average          Good       1971           2004
## 335         One_Story        Average          Good       1962           1962
## 336         One_Story        Average          Good       1984           1984
## 338         Two_Story        Average       Average       1991           1991
## 339  One_and_Half_Fin        Average       Average       1969           1969
## 340         One_Story      Very_Good       Average       1994           1995
## 341         Two_Story  Above_Average       Average       1993           1994
## 342         One_Story  Above_Average       Average       1956           1956
## 343         One_Story  Above_Average       Average       1974           1974
## 344              SLvl      Very_Good          Good       1972           1995
## 345         Two_Story  Above_Average       Average       1997           1997
## 346         Two_Story      Very_Good       Average       2003           2003
## 347              SLvl           Good       Average       1996           1997
## 348         One_Story      Excellent       Average       2006           2007
## 349              SLvl           Good       Average       1995           1996
## 350         One_Story      Very_Good       Average       2004           2005
## 351         One_Story      Very_Good       Average       2000           2000
## 352         One_Story      Very_Good       Average       1998           1998
## 353         One_Story      Very_Good       Average       1995           1996
## 354              SLvl           Good       Average       1998           1998
## 355         Two_Story           Good       Average       1998           1998
## 356         Two_Story  Above_Average       Average       1998           1999
## 357         Two_Story  Above_Average          Good       1993           1994
## 358         Two_Story  Above_Average     Very_Good       1993           1993
## 359         Two_Story  Above_Average       Average       1994           1995
## 360         One_Story  Above_Average       Average       1993           1993
## 361         Two_Story  Above_Average       Average       1992           1993
## 362         Two_Story  Above_Average       Average       1994           1995
## 363         One_Story  Above_Average Above_Average       1992           1992
## 364         Two_Story           Good       Average       1999           1999
## 365         One_Story           Good       Average       1990           1990
## 366         One_Story      Very_Good       Average       1984           1984
## 367         One_Story      Excellent       Average       2008           2009
## 368         One_Story      Very_Good       Average       2008           2008
## 369         One_Story           Good       Average       2005           2005
## 370         Two_Story        Average Above_Average       1977           1977
## 371         Two_Story           Good          Good       1980           1980
## 372         One_Story  Above_Average       Average       1979           1998
## 373         One_Story           Good       Average       1977           1977
## 374         One_Story  Above_Average          Good       1977           2000
## 376         One_Story  Above_Average Above_Average       1978           1986
## 377         Two_Story           Good          Good       1980           1991
## 378              SLvl           Good       Average       1980           1980
## 379         One_Story  Above_Average       Average       1978           1998
## 381         One_Story           Good       Average       1978           1978
## 382         One_Story           Good       Average       1976           1976
## 383         Two_Story        Average          Good       1976           1976
## 384         Two_Story           Good       Average       2003           2003
## 385         Two_Story      Very_Good       Average       2009           2009
## 387         Two_Story      Very_Good       Average       2002           2002
## 388         One_Story        Average          Good       1975           1975
## 389         One_Story  Above_Average Above_Average       1974           1974
## 390         One_Story           Good       Average       1975           1975
## 391         One_Story  Above_Average       Average       1974           1974
## 392              SLvl  Above_Average Above_Average       1972           1972
## 393         Two_Story        Average       Average       1974           1974
## 394         One_Story        Average Above_Average       1970           1970
## 395         One_Story  Above_Average     Very_Good       1969           2005
## 396         One_Story        Average       Average       1970           1970
## 397         One_Story        Average          Good       1971           1971
## 398         One_Story  Below_Average Above_Average       1970           1970
## 399         One_Story  Below_Average Above_Average       1970           1970
## 400         One_Story  Below_Average          Good       1970           1970
## 401         One_Story  Below_Average Above_Average       1971           1971
## 402         One_Story  Below_Average          Good       1971           2006
## 403         Two_Story  Above_Average       Average       1973           1973
## 404         Two_Story        Average Above_Average       1970           1970
## 405         Two_Story        Average       Average       1971           1971
## 406         Two_Story  Above_Average Above_Average       1972           1972
## 407         Two_Story  Above_Average     Very_Good       1972           2007
## 408         Two_Story        Average          Good       1972           1972
## 409         One_Story  Above_Average Above_Average       1976           1976
## 410         Two_Story  Above_Average       Average       1976           1976
## 411         Two_Story  Above_Average Above_Average       1976           1976
## 412         One_Story           Good       Average       1975           1975
## 413         Two_Story  Above_Average       Average       1974           1974
## 414         Two_Story  Above_Average       Average       1977           1977
## 415         Two_Story  Above_Average       Average       1978           1978
## 416         Two_Story  Above_Average Above_Average       1978           1978
## 417         Two_Story  Above_Average       Average       1978           1978
## 418         One_Story           Good Above_Average       1976           1976
## 419         One_Story        Average       Average       1967           1967
## 420         One_Story        Average          Good       1966           2004
## 421         One_Story Very_Excellent       Average       2006           2007
## 422         Two_Story      Excellent       Average       2007           2007
## 423         Two_Story      Excellent       Average       2008           2009
## 424         One_Story Very_Excellent       Average       2008           2008
## 425         One_Story      Excellent       Average       2006           2007
## 426         One_Story      Very_Good       Average       2007           2007
## 427         One_Story      Very_Good       Average       2008           2009
## 428         Two_Story      Excellent       Average       2009           2009
## 429         Two_Story      Excellent       Average       2008           2008
## 430         One_Story      Excellent       Average       2008           2008
## 431         One_Story Very_Excellent       Average       2009           2009
## 434         Two_Story      Excellent       Average       2008           2009
## 435         One_Story      Excellent       Average       2008           2008
## 436         One_Story      Very_Good       Average       2004           2005
## 437         Two_Story      Very_Good       Average       2007           2007
## 438         One_Story      Very_Good       Average       2006           2006
## 440         One_Story      Very_Good       Average       2004           2005
## 441         One_Story      Excellent       Average       2006           2006
## 442         One_Story      Excellent       Average       2008           2008
## 443         Two_Story      Excellent       Average       2004           2005
## 444         One_Story      Very_Good       Average       2004           2005
## 445         One_Story      Very_Good       Average       2003           2004
## 446         One_Story           Good       Average       2003           2004
## 447         One_Story           Good       Average       2009           2009
## 448         One_Story Very_Excellent       Average       2003           2003
## 449         One_Story      Excellent       Average       2003           2003
## 450         Two_Story      Very_Good       Average       2003           2004
## 451         One_Story      Very_Good       Average       2006           2006
## 452         One_Story  Above_Average       Average       2005           2005
## 453         One_Story  Above_Average       Average       2005           2005
## 454         One_Story  Above_Average       Average       2005           2005
## 455         One_Story           Good       Average       2007           2008
## 456         One_Story           Good       Average       2007           2008
## 457         One_Story Very_Excellent       Average       2004           2005
## 458         One_Story      Very_Good       Average       2003           2004
## 459         One_Story      Excellent       Average       2008           2009
## 460         One_Story      Excellent       Average       2008           2008
## 461         One_Story      Very_Good       Average       2002           2003
## 462         One_Story      Very_Good       Average       2006           2006
## 463         One_Story           Good       Average       2003           2003
## 464         Two_Story           Good       Average       2003           2004
## 465         Two_Story           Good       Average       2005           2005
## 466         Two_Story  Above_Average       Average       2005           2006
## 467         Two_Story  Above_Average       Average       2005           2005
## 468         Two_Story  Above_Average       Average       2005           2005
## 469         One_Story           Good       Average       2007           2007
## 470         One_Story           Good       Average       2007           2007
## 471         One_Story           Good       Average       2005           2006
## 472         One_Story           Good       Average       2005           2006
## 473         One_Story           Good       Average       2005           2006
## 474         One_Story           Good       Average       2005           2006
## 475         Two_Story           Good       Average       2004           2005
## 477              SLvl           Good       Average       2004           2005
## 478         Two_Story           Good       Average       2004           2005
## 479              SLvl      Very_Good       Average       2002           2002
## 480         Two_Story           Good       Average       2004           2004
## 481         Two_Story           Good       Average       2003           2003
## 482         Two_Story           Good       Average       2003           2003
## 484         Two_Story           Good       Average       2000           2000
## 485         Two_Story      Very_Good       Average       2002           2002
## 486         Two_Story  Above_Average       Average       2000           2000
## 487              SLvl           Good       Average       2004           2004
## 488         Two_Story  Above_Average       Average       2000           2000
## 489         Two_Story  Above_Average       Average       2000           2000
## 490              SLvl           Good       Average       1999           2000
## 492         Two_Story  Above_Average       Average       1999           1999
## 494              SLvl           Good Above_Average       1999           1999
## 495         Two_Story      Very_Good       Average       1999           1999
## 496         Two_Story      Very_Good       Average       1995           1996
## 497         Two_Story      Very_Good       Average       2000           2000
## 498         Two_Story      Very_Good       Average       1998           1998
## 499         Two_Story      Very_Good       Average       1998           1999
## 500         Two_Story           Good       Average       1996           1997
## 501         One_Story      Very_Good       Average       1994           1995
## 502         Two_Story           Good       Average       1993           1993
## 503         Two_Story           Good       Average       1995           1996
## 504         Two_Story      Very_Good       Average       1993           1994
## 505         Two_Story      Very_Good          Good       1994           2005
## 506         Two_Story           Good Above_Average       1994           1994
## 507         One_Story      Very_Good       Average       2008           2009
## 508         One_Story      Very_Good       Average       2008           2008
## 509         One_Story      Very_Good       Average       2008           2008
## 510         One_Story      Very_Good       Average       2008           2009
## 511         One_Story      Very_Good       Average       2007           2007
## 512         One_Story      Very_Good       Average       2006           2006
## 513         Two_Story           Good       Average       2005           2005
## 515         Two_Story           Good       Average       2009           2009
## 516         Two_Story      Very_Good       Average       2008           2008
## 517         One_Story  Above_Average       Average       2009           2009
## 518         One_Story           Good       Average       2008           2009
## 519         One_Story      Very_Good       Average       2009           2009
## 520         One_Story           Good       Average       2008           2008
## 521         One_Story      Excellent       Average       2007           2008
## 522         One_Story      Excellent       Average       2009           2009
## 523         One_Story      Very_Good       Average       2006           2007
## 524         Two_Story Very_Excellent       Average       2008           2008
## 525         Two_Story      Very_Good       Average       2006           2006
## 526         Two_Story      Very_Good       Average       2005           2006
## 527         Two_Story           Good       Average       2006           2007
## 528         One_Story      Very_Good       Average       2008           2009
## 529         One_Story           Good       Average       2006           2007
## 530         Two_Story           Good       Average       2003           2004
## 531         One_Story           Good       Average       2004           2005
## 532         One_Story           Good       Average       2003           2004
## 533         Two_Story           Good       Average       2003           2003
## 534         One_Story           Good Above_Average       2007           2007
## 535         One_Story           Good       Average       2006           2006
## 536         One_Story  Above_Average       Average       2004           2004
## 537         Two_Story           Good       Average       2004           2004
## 538         One_Story      Very_Good       Average       2004           2004
## 539         One_Story           Good       Average       2003           2003
## 540         One_Story           Good       Average       2004           2005
## 541         One_Story        Average       Average       2004           2004
## 542         One_Story        Average       Average       2003           2004
## 543         One_Story           Good       Average       2008           2009
## 544         Two_Story           Good       Average       1996           1997
## 545         One_Story      Very_Good       Average       2005           2006
## 546         One_Story           Good       Average       2001           2001
## 547         Two_Story  Above_Average Above_Average       1992           1992
## 548         Two_Story  Above_Average Above_Average       1980           1980
## 549         One_Story  Above_Average       Average       1990           1991
## 550         Two_Story           Good       Average       1994           1994
## 551         Two_Story  Above_Average          Good       1986           1986
## 552         Two_Story  Above_Average          Good       1981           1981
## 553         One_Story  Below_Average Below_Average       1950           1950
## 554  One_and_Half_Unf  Above_Average          Fair       1928           1950
## 555         One_Story        Average       Average       1962           1962
## 556         One_Story        Average Above_Average       1977           1977
## 557         One_Story        Average Above_Average       1961           1961
## 558         One_Story        Average       Average       1961           1961
## 560         One_Story        Average     Very_Good       1963           1995
## 561         One_Story        Average Above_Average       1961           1983
## 562         One_Story        Average       Average       1965           1965
## 563         One_Story        Average Above_Average       1962           1962
## 564         One_Story      Very_Good     Very_Good       1980           1980
## 565         Two_Story           Good     Very_Good       1991           2008
## 566         Two_Story           Good       Average       2004           2005
## 567         Two_Story  Above_Average       Average       2009           2009
## 568         Two_Story  Above_Average       Average       2009           2009
## 569         One_Story  Above_Average       Average       2008           2008
## 570         One_Story  Above_Average       Average       2008           2008
## 571         Two_Story  Above_Average       Average       1999           1999
## 572         Two_Story  Above_Average       Average       2000           2000
## 573         Two_Story           Good       Average       1999           1999
## 574         Two_Story      Very_Good       Average       1999           2000
## 575         One_Story      Very_Good     Excellent       1977           2008
## 577         One_Story           Good       Average       1981           1981
## 578              SLvl      Very_Good       Average       1976           1976
## 579         One_Story  Below_Average Below_Average       1976           1993
## 580         Two_Story  Above_Average Above_Average       1968           1968
## 581         One_Story  Above_Average Above_Average       1970           1970
## 582         One_Story  Above_Average          Good       1968           1968
## 583         Two_Story           Good Above_Average       1973           1973
## 584         Two_Story           Good Above_Average       1974           1974
## 585         Two_Story  Above_Average Above_Average       1972           1972
## 586         Two_Story  Above_Average          Good       1967           1997
## 587              SLvl  Above_Average       Average       1967           1976
## 588         One_Story        Average       Average       1969           1969
## 589         One_Story  Above_Average       Average       1969           1969
## 590         Two_Story           Good          Good       1977           1992
## 591         One_Story  Above_Average       Average       1977           1977
## 592         One_Story           Good       Average       1998           1999
## 593         Two_Story      Very_Good Above_Average       2001           2001
## 594         One_Story        Average Above_Average       1967           1967
## 595         One_Story        Average       Average       1967           1967
## 596         One_Story        Average Above_Average       1965           1965
## 597         Two_Story           Good       Average       1974           1974
## 598            SFoyer  Above_Average       Average       1971           1971
## 599         One_Story  Above_Average       Average       1967           1967
## 600         One_Story  Below_Average          Good       1960           1960
## 601         One_Story        Average          Good       1959           1959
## 603         One_Story  Below_Average       Average       1957           1957
## 604         One_Story        Average Above_Average       1956           1956
## 605         One_Story        Average       Average       1958           1958
## 606         One_Story  Above_Average Above_Average       1964           1964
## 607         One_Story        Average Above_Average       1961           1995
## 608         One_Story        Average       Average       1964           1964
## 609         One_Story        Average Above_Average       1966           1966
## 610         Two_Story        Average Above_Average       1965           1965
## 611              SLvl  Above_Average Above_Average       1964           1964
## 612         One_Story        Average Above_Average       1959           1959
## 613              SLvl  Above_Average Above_Average       1961           1961
## 614         One_Story        Average       Average       1955           1955
## 615         One_Story  Below_Average          Good       1940           1950
## 616  One_and_Half_Fin        Average Below_Average       1950           1950
## 617         One_Story  Above_Average Below_Average       1953           1953
## 619         One_Story  Above_Average       Average       1953           1953
## 620         One_Story        Average Above_Average       1956           1956
## 621  One_and_Half_Fin  Above_Average     Very_Good       1950           2005
## 622         One_Story        Average          Good       1950           2007
## 623         One_Story        Average       Average       1967           1967
## 624         One_Story  Above_Average Above_Average       1961           1961
## 625         One_Story  Above_Average       Average       1963           1963
## 626         One_Story  Above_Average     Very_Good       1966           2008
## 627         Two_Story           Good Above_Average       1965           1990
## 628         Two_Story  Above_Average Above_Average       1968           1968
## 630  One_and_Half_Fin  Below_Average Below_Average       1920           2007
## 631         One_Story        Average          Good       1956           1956
## 632         One_Story  Above_Average          Fair       1957           1957
## 633         One_Story           Good Above_Average       1960           1960
## 634         One_Story  Above_Average     Very_Good       1959           1998
## 635         One_Story  Above_Average Above_Average       1958           1988
## 636         One_Story  Above_Average          Good       1958           1998
## 637         One_Story        Average       Average       1956           1956
## 638         One_Story        Average       Average       1955           1955
## 639         One_Story  Below_Average       Average       1956           1956
## 640              SLvl  Above_Average       Average       1962           1962
## 641         One_Story        Average Above_Average       1954           1990
## 642         One_Story        Average Below_Average       1958           1958
## 643         One_Story  Above_Average          Good       1954           1954
## 644         One_Story        Average Above_Average       1953           1953
## 645         One_Story        Average       Average       1951           1951
## 646         One_Story  Below_Average       Average       1955           1955
## 647         One_Story        Average          Good       1951           2000
## 648         One_Story        Average Above_Average       1945           1950
## 649         One_Story        Average     Very_Good       1952           2005
## 650         One_Story        Average       Average       1953           1953
## 652         Two_Story           Good          Good       1948           1999
## 653         One_Story        Average Above_Average       1950           1950
## 654         One_Story  Above_Average Above_Average       1948           2002
## 655         One_Story           Fair       Average       1958           1958
## 656  One_and_Half_Fin        Average          Good       1916           1987
## 657         Two_Story        Average          Good       1939           2006
## 658         Two_Story  Below_Average     Very_Good       1900           2003
## 659         One_Story        Average     Very_Good       1924           2006
## 660         One_Story        Average          Good       1925           1950
## 661  One_and_Half_Fin  Below_Average       Average       1915           1950
## 662         Two_Story           Good     Excellent       1910           2008
## 663         One_Story           Poor       Average       1940           1950
## 665         One_Story        Average          Good       1920           1950
## 666         One_Story           Fair       Average       1890           1998
## 667         Two_Story  Above_Average       Average       1969           1969
## 668         One_Story  Above_Average          Good       1963           1963
## 669         One_Story  Above_Average Below_Average       1967           1967
## 670         Two_Story        Average       Average       1969           1969
## 671         One_Story  Above_Average     Excellent       1958           2007
## 672         One_Story  Above_Average Above_Average       1957           1957
## 673         One_Story        Average          Good       1957           2000
## 674         One_Story  Above_Average       Average       1960           1960
## 675         One_Story  Above_Average Above_Average       1958           1958
## 678  One_and_Half_Fin  Above_Average       Average       1950           1950
## 680  One_and_Half_Fin        Average Below_Average       1950           1982
## 681         One_Story        Average Above_Average       1958           1958
## 682         One_Story        Average Above_Average       1958           1965
## 683         One_Story        Average          Good       1952           1952
## 684              SLvl        Average       Average       1959           1959
## 685         One_Story        Average       Average       1959           1959
## 686  One_and_Half_Fin  Below_Average          Good       1949           1996
## 687  One_and_Half_Fin  Above_Average          Good       1948           1994
## 688         Two_Story  Above_Average       Average       1964           1964
## 689            SFoyer        Average          Good       1978           1978
## 690         One_Story  Above_Average Above_Average       1963           1963
## 691         One_Story        Average       Average       1962           1962
## 692  One_and_Half_Fin  Above_Average     Very_Good       1926           2004
## 693         Two_Story        Average Above_Average       1910           1981
## 694  One_and_Half_Fin  Above_Average     Very_Good       1935           1998
## 695         Two_Story  Above_Average       Average       1910           1950
## 696  One_and_Half_Fin        Average Above_Average       1941           1950
## 697  One_and_Half_Fin        Average     Very_Good       1910           2003
## 698         Two_Story        Average     Very_Good       1910           2002
## 699         Two_Story        Average Above_Average       1939           1950
## 700         Two_Story        Average Below_Average       1892           1965
## 702         Two_Story        Average       Average       1952           1952
## 703         Two_Story           Good     Very_Good       1946           1992
## 704  One_and_Half_Fin        Average       Average       1910           1950
## 705         One_Story  Below_Average Below_Average       1953           1953
## 706  One_and_Half_Fin        Average          Good       1950           1970
## 707  One_and_Half_Fin        Average Below_Average       1954           1954
## 709         One_Story           Poor Below_Average       1940           1950
## 711         One_Story        Average     Very_Good       1938           1996
## 712         One_Story        Average     Very_Good       1923           1950
## 713         Two_Story  Below_Average       Average       1920           2008
## 714         Two_Story  Below_Average Below_Average       1910           1950
## 715  One_and_Half_Fin        Average          Good       1947           1950
## 717         Two_Story           Good          Good       1880           2003
## 718         Two_Story  Above_Average          Good       1900           1950
## 719         Two_Story  Above_Average          Good       1917           2007
## 720         Two_Story      Very_Good     Excellent       1882           1986
## 721         One_Story  Below_Average          Fair       1910           1950
## 722         Two_Story           Good     Excellent       1920           1988
## 724  One_and_Half_Fin        Average Above_Average       1890           1996
## 726         Two_Story  Above_Average          Good       1910           2002
## 727         One_Story  Below_Average       Average       1920           1950
## 728         One_Story           Fair          Fair       1900           1950
## 729         Two_Story        Average Above_Average       1923           2004
## 730         One_Story  Above_Average Above_Average       1923           1950
## 731  One_and_Half_Fin           Good          Good       1925           2007
## 732  One_and_Half_Fin        Average          Good       1930           1982
## 734  One_and_Half_Fin  Below_Average Above_Average       1936           1950
## 735  One_and_Half_Fin  Above_Average     Excellent       1937           2000
## 736  One_and_Half_Fin        Average     Very_Good       1925           1997
## 737  One_and_Half_Fin  Above_Average Above_Average       1939           1950
## 738  One_and_Half_Fin        Average       Average       1924           1950
## 739  One_and_Half_Unf  Above_Average          Good       1926           2004
## 740         One_Story        Average       Average       1924           1950
## 741  One_and_Half_Fin        Average Above_Average       1936           1950
## 742  One_and_Half_Fin  Below_Average          Good       1935           1995
## 744         One_Story        Average          Good       1931           1993
## 745         One_Story        Average Above_Average       1925           1999
## 746  One_and_Half_Fin        Average Above_Average       1938           1950
## 747         One_Story        Average       Average       1925           1950
## 748  Two_and_Half_Unf  Above_Average Above_Average       1916           1994
## 749         Two_Story           Good     Very_Good       1910           1993
## 750         Two_Story  Above_Average Above_Average       1915           1950
## 751         Two_Story           Good     Very_Good       1915           2005
## 752         Two_Story           Good     Very_Good       1915           1994
## 755         Two_Story  Above_Average       Average       1927           1950
## 756  One_and_Half_Fin  Below_Average       Average       1925           1950
## 757         Two_Story  Above_Average          Good       1915           2002
## 758  Two_and_Half_Unf           Good       Average       1902           2000
## 759  One_and_Half_Fin  Above_Average Above_Average       1927           1950
## 760            SFoyer  Below_Average Above_Average       1923           1950
## 761         Two_Story  Above_Average          Good       1915           1965
## 762         One_Story  Below_Average     Excellent       1946           2001
## 763         One_Story        Average       Average       1987           1988
## 764         One_Story        Average       Average       1987           1988
## 765            SFoyer        Average       Average       1978           1978
## 767         Two_Story  Above_Average Above_Average       1925           1950
## 769              SLvl        Average Above_Average       1963           1999
## 770         One_Story        Average Above_Average       1963           1963
## 771         Two_Story  Above_Average       Average       1978           1978
## 772         One_Story        Average Above_Average       1967           1967
## 773         One_Story        Average          Good       1967           2004
## 774            SFoyer  Above_Average       Average       1978           1978
## 775            SFoyer        Average       Average       1982           1982
## 776            SFoyer        Average Above_Average       1982           1982
## 777         One_Story        Average       Average       1962           1962
## 778              SLvl        Average       Average       1961           1961
## 779              SLvl  Above_Average       Average       1960           1960
## 780              SLvl        Average       Average       1956           1956
## 782  One_and_Half_Fin  Below_Average       Average       1957           1989
## 783         One_Story        Average     Very_Good       1968           2003
## 784         One_Story  Below_Average Above_Average       1956           1956
## 785         One_Story  Below_Average       Average       1940           1950
## 786         One_Story        Average       Average       1955           1993
## 787         One_Story           Fair       Average       1955           1955
## 788         One_Story  Below_Average       Average       1954           1954
## 789         One_Story  Above_Average       Average       1956           1956
## 790         One_Story        Average       Average       1956           1956
## 792         Two_Story  Above_Average          Good       1946           1950
## 793         One_Story  Below_Average Above_Average       1941           1950
## 794         One_Story        Average Above_Average       1954           1954
## 795         One_Story  Below_Average          Fair       1957           1957
## 796         One_Story        Average       Average       1984           1984
## 797  One_and_Half_Fin        Average Below_Average       1949           2008
## 798  One_and_Half_Fin  Above_Average       Average       1939           1950
## 800              SLvl           Good Above_Average       1990           1991
## 801              SLvl  Above_Average       Average       1983           1983
## 802  One_and_Half_Fin      Very_Good     Very_Good       1983           2009
## 803         One_Story           Good          Good       1990           1991
## 804         Two_Story           Good       Average       1993           1993
## 805         Two_Story           Good       Average       1993           1994
## 806         Two_Story      Very_Good       Average       1995           1995
## 807         Two_Story        Average          Good       1880           2007
## 808         One_Story        Average       Average       1979           1979
## 809            SFoyer        Average       Average       1979           1979
## 810         Two_Story        Average       Average       1979           1979
## 811         One_Story        Average       Average       1979           1979
## 812         One_Story        Average       Average       1979           1979
## 813         Two_Story        Average       Average       1979           1979
## 814            SFoyer        Average       Average       1979           1979
## 815         One_Story        Average       Average       1979           1979
## 816         Two_Story           Good       Average       2000           2000
## 817         Two_Story           Good       Average       2000           2000
## 818         Two_Story           Good       Average       2000           2000
## 819         One_Story      Excellent       Average       2009           2009
## 820         One_Story      Very_Good       Average       2007           2008
## 821         One_Story      Very_Good       Average       2008           2008
## 822         One_Story      Excellent       Average       2008           2008
## 823         One_Story      Very_Good       Average       2008           2008
## 824         Two_Story      Very_Good       Average       2007           2007
## 825         One_Story      Very_Good       Average       2007           2008
## 826         One_Story      Excellent       Average       2007           2007
## 827         One_Story           Good       Average       2006           2006
## 828         One_Story           Good       Average       2007           2007
## 829         One_Story      Very_Good       Average       2008           2008
## 830         One_Story           Good       Average       2007           2007
## 831         One_Story      Very_Good       Average       2005           2006
## 832         Two_Story  Above_Average       Average       2005           2006
## 833              SLvl           Good       Average       1989           1989
## 834         Two_Story           Good       Average       1992           1993
## 835         Two_Story        Average       Average       1967           1967
## 836         One_Story        Average       Average       1996           1996
## 837         One_Story        Average          Good       1994           1994
## 838         Two_Story  Above_Average       Average       1997           1997
## 840         One_Story           Good       Average       1998           1998
## 841         One_Story        Average       Average       1994           1995
## 842         One_Story        Average       Average       1994           1995
## 843         Two_Story           Good       Average       1998           1998
## 844         One_Story           Good       Average       1999           1999
## 845         One_Story           Good       Average       1999           1999
## 846         Two_Story  Above_Average       Average       1998           1998
## 847         Two_Story           Good       Average       2002           2002
## 848         One_Story           Good       Average       2002           2002
## 849         Two_Story           Good       Average       2001           2001
## 850         One_Story           Good       Average       2001           2002
## 851         One_Story           Good       Average       2002           2001
## 852         One_Story           Good       Average       2001           2001
## 853         One_Story        Average       Average       1978           1978
## 854         One_Story        Average       Average       1978           1978
## 855         One_Story        Average          Good       1979           1979
## 856         One_Story        Average          Good       1977           2008
## 857         One_Story        Average     Very_Good       1978           2005
## 858         One_Story        Average          Good       1977           1989
## 859         One_Story        Average Above_Average       1972           1972
## 860         One_Story        Average       Average       1972           1972
## 861            SFoyer        Average     Very_Good       1972           2003
## 862            SFoyer        Average          Good       1972           2007
## 863         One_Story           Good       Average       2002           2002
## 864         Two_Story      Very_Good       Average       2003           2003
## 865         One_Story      Very_Good       Average       2001           2001
## 866         Two_Story      Very_Good       Average       2001           2001
## 867         Two_Story      Excellent       Average       2000           2000
## 868         Two_Story           Good       Average       2002           2002
## 869         Two_Story           Good       Average       2001           2001
## 870         One_Story      Very_Good       Average       1999           2000
## 871         One_Story           Good       Average       1996           1996
## 872         One_Story      Very_Good       Average       2002           2003
## 873         One_Story           Good       Average       1997           1998
## 874         Two_Story           Good       Average       1997           1998
## 875         Two_Story           Good       Average       1996           1996
## 876         One_Story           Good       Average       2001           2001
## 877         One_Story           Good       Average       2000           2001
## 878         One_Story  Above_Average       Average       2003           2004
## 879         One_Story  Above_Average       Average       2003           2003
## 880         One_Story      Very_Good       Average       2007           2007
## 881         Two_Story           Good       Average       2004           2004
## 882         One_Story           Good       Average       2004           2004
## 883         Two_Story  Above_Average       Average       2005           2005
## 884         Two_Story  Above_Average       Average       2007           2007
## 885         One_Story  Below_Average       Average       1949           2003
## 886         One_Story        Average          Good       1964           1999
## 887         One_Story  Below_Average Above_Average       1938           1958
## 888            SFoyer           Good       Average       2003           2003
## 889         Two_Story  Above_Average Above_Average       1977           1977
## 890         One_Story  Below_Average Above_Average       1960           1971
## 891              SLvl  Above_Average Above_Average       1976           1976
## 892         One_Story      Excellent       Average       2007           2008
## 894         One_Story        Average     Excellent       1947           2008
## 895         One_Story  Below_Average       Average       1959           1959
## 896         One_Story        Average       Average       1950           1950
## 898         One_Story        Average     Very_Good       1922           1950
## 900         One_Story        Average       Average       1959           1959
## 901         One_Story        Average       Average       1956           1956
## 902         One_Story  Below_Average          Fair       1956           1956
## 904  One_and_Half_Fin        Average Above_Average       1941           1950
## 905  One_and_Half_Fin        Average       Average       1941           1960
## 906  One_and_Half_Fin        Average Below_Average       1938           1950
## 907  One_and_Half_Fin        Average       Average       1932           2000
## 908         One_Story           Poor       Average       1920           1950
## 909  One_and_Half_Fin  Above_Average          Good       1940           1950
## 911         Two_Story  Above_Average Above_Average       1935           1950
## 912  One_and_Half_Fin  Below_Average          Fair       1928           1950
## 913         One_Story  Above_Average     Very_Good       1916           2000
## 914  One_and_Half_Fin  Above_Average Above_Average       1925           1990
## 915         Two_Story           Good     Excellent       1936           2007
## 917  One_and_Half_Fin           Good          Good       1928           1950
## 918         Two_Story           Good     Very_Good       1918           1990
## 919         Two_Story           Good     Excellent       1926           2004
## 920  One_and_Half_Fin        Average Above_Average       1940           1950
## 921         Two_Story  Above_Average          Good       1942           1950
## 922  One_and_Half_Fin        Average          Good       1940           1950
## 923         One_Story        Average Below_Average       1960           1960
## 924         One_Story        Average          Good       1921           2006
## 925  One_and_Half_Fin        Average Above_Average       1921           1950
## 926  Two_and_Half_Unf           Good Above_Average       1940           1950
## 927         One_Story        Average Above_Average       1954           1954
## 928         Two_Story           Good          Good       1941           1950
## 929         One_Story  Above_Average Above_Average       1960           1960
## 931         One_Story  Above_Average     Very_Good       1950           2004
## 932         One_Story  Above_Average       Average       1954           1954
## 933         Two_Story  Above_Average Above_Average       1980           1980
## 934         Two_Story  Above_Average Above_Average       1980           1992
## 935         Two_Story  Above_Average Above_Average       1980           1980
## 936         Two_Story  Above_Average Above_Average       1980           1980
## 937              SLvl  Above_Average Above_Average       1986           1986
## 938         One_Story           Good     Excellent       1971           2009
## 939         One_Story  Above_Average     Excellent       1988           2007
## 940         Two_Story        Average          Good       1920           1997
## 941         Two_Story        Average Above_Average       1900           1993
## 942         Two_Story        Average       Average       1920           1950
## 945         One_Story      Very_Good       Average       2007           2008
## 947         Two_Story      Very_Good       Average       2000           2001
## 948  One_and_Half_Fin           Good       Average       2003           2003
## 949         One_Story           Good       Average       2004           2005
## 950         Two_Story  Above_Average       Average       2001           2002
## 951            SFoyer  Above_Average Above_Average       1977           1977
## 952            SFoyer  Above_Average          Good       1977           1977
## 953  One_and_Half_Fin        Average       Average       1977           1977
## 954              SLvl           Good       Average       1990           1991
## 955         One_Story        Average       Average       1991           1991
## 957         One_Story           Good       Average       1965           1965
## 958         One_Story      Excellent       Average       2007           2008
## 959         Two_Story           Good       Average       2009           2009
## 960         One_Story      Excellent       Average       2008           2008
## 961         One_Story      Excellent       Average       2008           2008
## 962         One_Story      Very_Good       Average       2007           2007
## 963         One_Story  Above_Average       Average       1988           1988
## 964         Two_Story  Above_Average     Very_Good       1980           2006
## 965              SLvl           Good       Average       1987           1989
## 966         One_Story      Very_Good       Average       2001           2002
## 967         Two_Story           Good       Average       2003           2003
## 968         One_Story      Excellent       Average       2006           2006
## 969         One_Story      Excellent       Average       2007           2007
## 970         One_Story        Average          Good       1968           1968
## 971         One_Story        Average Below_Average       1960           2006
## 972         One_Story  Above_Average       Average       1998           1998
## 973         One_Story  Above_Average       Average       1999           1999
## 974              SLvl  Below_Average       Average       1973           1973
## 975         One_Story        Average Above_Average       1968           1968
## 976            SFoyer  Below_Average     Very_Good       1970           2002
## 977         One_Story        Average       Average       1969           2000
## 978            SFoyer  Below_Average Below_Average       1970           1970
## 979         Two_Story  Below_Average Above_Average       1970           2008
## 980         Two_Story  Below_Average Below_Average       1970           1970
## 981            SFoyer        Average     Very_Good       1972           1972
## 982              SLvl  Above_Average       Average       1993           1996
## 983            SFoyer        Average Above_Average       1978           1978
## 984         One_Story        Average       Average       1985           1985
## 985            SFoyer        Average Above_Average       1992           1993
## 987         Two_Story        Average       Average       1992           1992
## 988         One_Story  Above_Average       Average       1977           1977
## 989         Two_Story        Average          Good       1969           1969
## 990         One_Story  Above_Average     Very_Good       1958           2002
## 991         One_Story  Above_Average          Good       1970           1970
## 992         Two_Story  Above_Average       Average       1969           1969
## 993         Two_Story  Above_Average       Average       1997           1998
## 994         Two_Story  Above_Average       Average       1995           1996
## 995         Two_Story  Above_Average       Average       1998           1998
## 996         Two_Story  Above_Average       Average       1998           1998
## 997         Two_Story  Above_Average       Average       1996           1996
## 998         One_Story        Average       Average       1996           1997
## 999         Two_Story           Good       Average       1996           1997
## 1000        One_Story      Very_Good       Average       2001           2002
## 1001        One_Story      Very_Good       Average       1997           1997
## 1002        One_Story      Very_Good       Average       1993           1993
## 1003        One_Story      Very_Good       Average       1992           1992
## 1004        Two_Story  Above_Average       Average       1997           1998
## 1005        Two_Story  Above_Average       Average       1998           1998
## 1006        Two_Story  Above_Average       Average       1995           1996
## 1007        Two_Story           Good       Average       1994           1996
## 1008        Two_Story  Above_Average       Average       1991           1991
## 1009        One_Story      Very_Good       Average       1988           1989
## 1010        One_Story      Very_Good       Average       1989           1989
## 1011        Two_Story      Very_Good       Average       2005           2005
## 1012        Two_Story      Excellent       Average       2005           2007
## 1013        One_Story      Excellent       Average       2004           2004
## 1016        One_Story  Above_Average       Average       1950           1950
## 1017        Two_Story           Good Above_Average       1986           1991
## 1018        One_Story           Good Above_Average       1988           1988
## 1019        One_Story  Above_Average Above_Average       1981           1981
## 1020        One_Story           Good          Good       1983           1983
## 1021        One_Story           Good       Average       1978           1978
## 1022        One_Story           Good       Average       1979           1979
## 1023        Two_Story  Above_Average          Good       1977           1995
## 1024        One_Story  Above_Average       Average       1976           1976
## 1025        One_Story        Average Above_Average       1977           1977
## 1026        Two_Story           Good Above_Average       1980           1988
## 1027        Two_Story        Average Above_Average       1969           1969
## 1029        One_Story  Above_Average       Average       1976           1976
## 1030        One_Story  Above_Average       Average       1976           1976
## 1031        Two_Story           Good Above_Average       1976           1976
## 1032        One_Story        Average Above_Average       1973           2000
## 1033        Two_Story      Very_Good       Average       1996           1996
## 1034        Two_Story        Average       Average       1974           1974
## 1035        One_Story  Above_Average     Very_Good       1969           1969
## 1036        One_Story  Below_Average Above_Average       1969           1969
## 1037        One_Story        Average       Average       1971           1971
## 1038        One_Story  Below_Average       Average       1972           1972
## 1039        One_Story  Above_Average       Average       1998           1999
## 1040        Two_Story  Above_Average       Average       1973           1973
## 1041        Two_Story  Above_Average       Average       1973           1973
## 1042        Two_Story  Above_Average Above_Average       1972           1972
## 1043        Two_Story  Above_Average Above_Average       1970           1970
## 1044        Two_Story  Above_Average       Average       1971           1971
## 1045        Two_Story  Above_Average          Fair       1971           1971
## 1046        Two_Story        Average       Average       1972           1972
## 1047        One_Story  Above_Average Above_Average       1977           1977
## 1048        Two_Story  Above_Average Above_Average       1975           1975
## 1049        One_Story           Good Above_Average       1977           1977
## 1050        One_Story        Average       Average       1966           1966
## 1051        One_Story      Very_Good       Average       2008           2008
## 1052        Two_Story Very_Excellent       Average       2007           2008
## 1054        Two_Story      Excellent       Average       2008           2008
## 1055        One_Story      Very_Good       Average       2007           2007
## 1056        One_Story      Very_Good       Average       2007           2008
## 1057        One_Story      Very_Good       Average       2007           2007
## 1058        One_Story      Excellent       Average       2007           2007
## 1059        Two_Story      Excellent       Average       2006           2006
## 1060        Two_Story Very_Excellent       Average       2005           2006
## 1061        Two_Story      Excellent       Average       2005           2005
## 1062        Two_Story      Very_Good       Average       2007           2007
## 1063        Two_Story      Very_Good       Average       2004           2004
## 1065        Two_Story      Excellent       Average       2003           2004
## 1066        Two_Story           Good       Average       2003           2004
## 1067        One_Story      Very_Good       Average       2003           2004
## 1068        Two_Story      Very_Good       Average       2001           2002
## 1069        Two_Story      Very_Good       Average       2003           2003
## 1070        One_Story      Excellent       Average       2008           2008
## 1071        One_Story      Excellent       Average       2008           2008
## 1072        One_Story           Good       Average       2005           2005
## 1073        One_Story      Very_Good       Average       2003           2004
## 1074        One_Story      Excellent       Average       2005           2005
## 1075        One_Story      Excellent       Average       2007           2008
## 1076        One_Story      Very_Good       Average       2006           2007
## 1077        One_Story      Very_Good       Average       2006           2007
## 1078        Two_Story           Good       Average       2003           2004
## 1079        Two_Story           Good       Average       2003           2004
## 1080        One_Story           Good       Average       2004           2004
## 1081        One_Story           Good       Average       2003           2003
## 1082        One_Story           Good       Average       2004           2004
## 1083        One_Story           Good       Average       2005           2006
## 1084        One_Story           Good       Average       2007           2007
## 1085        One_Story           Good       Average       2007           2008
## 1086        Two_Story  Above_Average       Average       2004           2004
## 1087        Two_Story  Above_Average       Average       2004           2004
## 1088             SLvl           Good       Average       2005           2005
## 1089        Two_Story  Above_Average       Average       2005           2005
## 1090        Two_Story           Good       Average       2002           2003
## 1091        Two_Story           Good       Average       2003           2003
## 1092        One_Story           Good Above_Average       2007           2008
## 1093        Two_Story  Above_Average       Average       2000           2000
## 1094        Two_Story           Good       Average       2000           2001
## 1095        Two_Story           Good       Average       2004           2005
## 1096        Two_Story           Good       Average       2002           2002
## 1097        Two_Story           Good       Average       1999           2000
## 1098        Two_Story           Good       Average       1999           1999
## 1099 Two_and_Half_Unf      Very_Good       Average       1997           1997
## 1100        Two_Story      Very_Good       Average       1998           1998
## 1101        Two_Story      Very_Good       Average       2000           2000
## 1102        Two_Story      Excellent       Average       2000           2000
## 1103        One_Story      Very_Good       Average       1998           1998
## 1104        Two_Story           Good       Average       1996           1997
## 1105        Two_Story      Very_Good          Good       1995           1995
## 1106        One_Story      Very_Good Above_Average       1995           1995
## 1107        Two_Story           Good       Average       1993           1994
## 1109        Two_Story           Good       Average       1994           1994
## 1110        One_Story      Very_Good       Average       1994           1994
## 1111        One_Story      Very_Good       Average       2007           2008
## 1112        Two_Story  Above_Average       Average       2007           2007
## 1113        One_Story      Very_Good       Average       2006           2006
## 1114        One_Story           Good       Average       2006           2006
## 1115        One_Story      Excellent       Average       2008           2008
## 1116        One_Story      Very_Good       Average       2007           2007
## 1117        One_Story           Good       Average       2008           2008
## 1118        Two_Story      Very_Good       Average       2007           2007
## 1119        Two_Story      Very_Good       Average       2007           2008
## 1120        One_Story      Very_Good       Average       2006           2007
## 1121        One_Story      Very_Good       Average       2007           2008
## 1122        One_Story           Good       Average       2007           2008
## 1123        One_Story           Good       Average       2007           2008
## 1124        Two_Story           Good       Average       2005           2005
## 1125        Two_Story      Very_Good       Average       2003           2004
## 1126        Two_Story           Good       Average       2005           2005
## 1127        Two_Story      Very_Good       Average       2007           2008
## 1128        Two_Story           Good Above_Average       2007           2007
## 1129        One_Story      Very_Good       Average       2007           2007
## 1130        One_Story           Good       Average       2007           2008
## 1131        Two_Story  Above_Average       Average       2003           2003
## 1132        One_Story           Good       Average       2004           2005
## 1133        Two_Story  Above_Average       Average       2003           2003
## 1134        Two_Story           Good       Average       2003           2004
## 1135        One_Story  Above_Average       Average       2005           2006
## 1136        One_Story        Average       Average       2004           2004
## 1137        One_Story  Above_Average       Average       2003           2004
## 1138        Two_Story  Above_Average       Average       2004           2004
## 1139        One_Story           Good       Average       2007           2007
## 1140        Two_Story  Above_Average       Average       1995           1995
## 1141        Two_Story  Above_Average       Average       1993           1994
## 1142        One_Story  Above_Average       Average       1994           1998
## 1143        Two_Story           Good       Average       1994           1995
## 1144        Two_Story  Above_Average       Average       2001           2001
## 1145        Two_Story           Good       Average       1992           1992
## 1146        One_Story  Above_Average       Average       1991           1991
## 1148        One_Story  Above_Average       Average       1993           1994
## 1149        One_Story  Above_Average       Average       1993           1993
## 1150        One_Story        Average       Average       1963           1963
## 1151        One_Story        Average Above_Average       1962           1962
## 1152        One_Story        Average     Very_Good       1961           2007
## 1153        One_Story        Average       Average       1968           1968
## 1154        One_Story        Average       Average       1963           1963
## 1155        One_Story  Above_Average     Very_Good       1961           1996
## 1156        One_Story  Above_Average       Average       1974           1974
## 1157 One_and_Half_Fin        Average Below_Average       1972           1972
## 1158        Two_Story  Above_Average       Average       1990           1991
## 1159 One_and_Half_Fin      Excellent       Average       1993           1994
## 1160        One_Story           Good       Average       2004           2004
## 1161        Two_Story           Good       Average       2006           2007
## 1162        One_Story           Good       Average       2004           2005
## 1163        Two_Story  Above_Average       Average       2005           2005
## 1164        Two_Story           Good       Average       2007           2007
## 1165        Two_Story           Good       Average       2007           2007
## 1166        Two_Story           Good       Average       1999           1999
## 1167        Two_Story  Above_Average       Average       1999           1999
## 1168        One_Story      Excellent       Average       2000           2000
## 1169        One_Story      Excellent       Average       2001           2001
## 1170        One_Story      Excellent       Average       2001           2001
## 1171        One_Story      Excellent       Average       1999           2000
## 1172        One_Story      Excellent       Average       1999           2000
## 1173        Two_Story           Good       Average       1999           2000
## 1174             SLvl           Good       Average       1999           2000
## 1175        Two_Story           Good       Average       2001           2001
## 1176        Two_Story      Very_Good       Average       1999           1999
## 1177        Two_Story      Very_Good       Average       1999           2000
## 1178        Two_Story Very_Excellent       Average       1998           1999
## 1179        One_Story      Very_Good       Average       1996           1996
## 1180        One_Story      Very_Good       Average       1995           1995
## 1182        One_Story  Above_Average Above_Average       1984           1984
## 1183        Two_Story      Excellent          Fair       1977           1977
## 1185        Two_Story           Good       Average       2002           2002
## 1186        One_Story           Good Above_Average       1970           1970
## 1187             SLvl  Above_Average Above_Average       1969           1969
## 1188        One_Story  Above_Average       Average       1968           1968
## 1189        One_Story  Above_Average          Good       1971           2004
## 1190        One_Story           Good          Good       1967           1967
## 1191        One_Story        Average Above_Average       1965           1965
## 1192        Two_Story  Above_Average          Good       1974           1997
## 1193        Two_Story        Average Above_Average       1968           1968
## 1194        One_Story        Average     Very_Good       1965           2008
## 1195        One_Story        Average          Good       1965           2005
## 1196        One_Story        Average       Average       1965           1965
## 1197        One_Story        Average       Average       1965           1965
## 1198        One_Story        Average       Average       1973           1973
## 1199        Two_Story           Good Above_Average       1971           1971
## 1200        Two_Story      Very_Good     Excellent       1976           1996
## 1201        Two_Story  Above_Average Above_Average       1974           1974
## 1202        Two_Story  Above_Average     Very_Good       1966           2000
## 1203           SFoyer           Good     Excellent       1961           2007
## 1204        Two_Story           Good       Average       1968           1968
## 1205        One_Story        Average       Average       1956           1956
## 1206        One_Story  Below_Average Above_Average       1957           1957
## 1207        One_Story  Below_Average          Good       1956           1956
## 1208        One_Story        Average Above_Average       1963           1963
## 1209        One_Story  Above_Average       Average       1964           1964
## 1210             SLvl  Above_Average          Good       1966           1966
## 1211        One_Story  Above_Average Above_Average       1965           1965
## 1212        One_Story  Above_Average          Good       1964           1964
## 1213             SLvl        Average     Very_Good       1965           1999
## 1215        One_Story        Average       Average       1961           1961
## 1216        One_Story        Average          Good       1959           2006
## 1217        One_Story  Above_Average Above_Average       1959           1959
## 1218        One_Story  Below_Average       Average       1960           1960
## 1219        One_Story        Average          Good       1960           2000
## 1223        Two_Story  Below_Average          Good       1937           1950
## 1224        One_Story        Average Above_Average       1960           1960
## 1225 One_and_Half_Fin  Above_Average       Average       1950           1950
## 1226        One_Story        Average     Very_Good       1950           2006
## 1227             SLvl  Above_Average Above_Average       1955           1996
## 1228        One_Story        Average       Average       1953           1953
## 1229        Two_Story           Good Above_Average       1965           1988
## 1230        One_Story  Above_Average       Average       1961           1961
## 1231        One_Story        Average Above_Average       1961           1961
## 1232        One_Story  Above_Average     Excellent       1962           2005
## 1233             SLvl  Above_Average       Average       1962           1962
## 1234        Two_Story  Above_Average          Good       1966           1999
## 1235        One_Story        Average          Good       1955           1955
## 1236        One_Story        Average       Average       1963           1963
## 1237        One_Story        Average          Good       1962           1980
## 1238        One_Story        Average Below_Average       1957           1957
## 1239        One_Story        Average          Good       1959           1998
## 1240        One_Story  Above_Average Above_Average       1958           1958
## 1241        One_Story  Above_Average Above_Average       1958           1958
## 1242        One_Story  Above_Average       Average       1956           1956
## 1243        One_Story  Above_Average       Average       1957           1957
## 1244        One_Story  Above_Average          Good       1958           1958
## 1245        One_Story        Average       Average       1956           1958
## 1246        One_Story        Average Above_Average       1952           1952
## 1247        One_Story        Average Above_Average       1953           1953
## 1248        One_Story        Average       Average       1953           1953
## 1249        One_Story  Above_Average       Average       1957           1957
## 1250        One_Story        Average          Good       1951           1951
## 1251        One_Story        Average       Average       1953           1953
## 1253 One_and_Half_Fin        Average       Average       1947           1950
## 1254        One_Story        Average       Average       1957           1957
## 1255        One_Story  Below_Average Above_Average       1948           1950
## 1256 One_and_Half_Fin        Average     Very_Good       1925           1950
## 1257 One_and_Half_Fin        Average Above_Average       1945           1950
## 1258        One_Story  Below_Average          Good       1940           2005
## 1259 One_and_Half_Fin        Average       Average       1922           1950
## 1260        Two_Story  Below_Average          Good       1900           2000
## 1261        Two_Story  Above_Average Above_Average       1962           1962
## 1262        One_Story        Average Above_Average       1968           1968
## 1264        One_Story  Above_Average       Average       1960           1960
## 1265        One_Story  Above_Average Above_Average       1960           1993
## 1266        One_Story           Good          Good       1960           2007
## 1267        One_Story        Average          Good       1953           1996
## 1268        One_Story        Average          Good       1951           1951
## 1269        One_Story        Average       Average       1950           1950
## 1270             SLvl        Average       Average       1960           1960
## 1271        One_Story        Average Above_Average       1959           1959
## 1272        One_Story        Average       Average       1962           1962
## 1273        One_Story        Average Above_Average       1960           1960
## 1274 One_and_Half_Fin  Above_Average Above_Average       1948           1950
## 1275 One_and_Half_Unf  Above_Average          Good       1954           1954
## 1276 One_and_Half_Unf  Above_Average Above_Average       1954           1954
## 1277 One_and_Half_Fin  Above_Average       Average       1954           1954
## 1278        One_Story        Average       Average       1961           1961
## 1279 One_and_Half_Fin        Average Above_Average       1955           1967
## 1280        One_Story        Average          Good       1954           1954
## 1281        Two_Story  Above_Average       Average       1963           1963
## 1282        Two_Story  Above_Average Above_Average       1964           1964
## 1283        One_Story        Average       Average       1963           1963
## 1284        One_Story  Above_Average       Average       2008           2008
## 1286        Two_Story        Average     Very_Good       1904           2002
## 1287 One_and_Half_Fin        Average          Good       1948           2005
## 1288        Two_Story        Average       Average       1910           2003
## 1289 One_and_Half_Fin  Above_Average          Good       1920           1950
## 1290        One_Story        Average Below_Average       1940           1950
## 1291 Two_and_Half_Unf  Above_Average          Good       1915           2005
## 1292 One_and_Half_Fin  Below_Average Above_Average       1910           1996
## 1293 One_and_Half_Fin           Good       Average       2003           2003
## 1294 One_and_Half_Fin  Below_Average Above_Average       1940           1985
## 1295 One_and_Half_Fin        Average       Average       1920           1950
## 1296        One_Story           Good Above_Average       1920           2006
## 1298        One_Story        Average Above_Average       1910           1950
## 1299 One_and_Half_Fin        Average     Excellent       1890           1996
## 1300        One_Story        Average       Average       1948           1950
## 1301        One_Story        Average          Good       1948           2005
## 1302 One_and_Half_Fin        Average Above_Average       1946           1950
## 1303        One_Story           Poor       Average       1946           1950
## 1304        One_Story        Average Above_Average       1957           1957
## 1305        One_Story  Below_Average          Good       1954           2000
## 1309 One_and_Half_Fin        Average     Very_Good       1915           1950
## 1310        Two_Story           Good     Very_Good       1920           1965
## 1311        Two_Story        Average       Average       1916           1950
## 1312 One_and_Half_Fin        Average          Good       1900           2003
## 1315        Two_Story        Average     Excellent       1905           2005
## 1316        Two_Story           Good     Excellent       1928           2005
## 1317 One_and_Half_Fin  Above_Average          Good       1905           2000
## 1318 Two_and_Half_Unf  Above_Average Above_Average       1914           2001
## 1320 One_and_Half_Fin           Good          Good       1926           1950
## 1323        Two_Story           Good          Good       1890           1999
## 1324        One_Story        Average Above_Average       1959           1959
## 1325 One_and_Half_Fin        Average       Average       1954           1954
## 1326        One_Story        Average       Average       1956           1956
## 1327        One_Story  Below_Average Above_Average       1958           2006
## 1328        One_Story        Average          Good       1928           1983
## 1331 One_and_Half_Fin        Average       Average       1935           1950
## 1332 One_and_Half_Unf        Average Above_Average       1924           1950
## 1333 One_and_Half_Fin        Average          Good       1941           2006
## 1334        Two_Story  Above_Average     Excellent       1900           2000
## 1335 One_and_Half_Fin  Above_Average          Good       1940           1989
## 1336        One_Story        Average          Good       1924           2003
## 1337 One_and_Half_Fin  Above_Average          Good       1929           1950
## 1338 One_and_Half_Fin  Above_Average          Good       1937           2000
##      Roof_Style Roof_Matl Exterior_1st Exterior_2nd Mas_Vnr_Type Mas_Vnr_Area
## 1           Hip   CompShg      BrkFace      Plywood        Stone          112
## 2         Gable   CompShg      VinylSd      VinylSd         None            0
## 4           Hip   CompShg      BrkFace      BrkFace         None            0
## 5         Gable   CompShg      VinylSd      VinylSd         None            0
## 6         Gable   CompShg      VinylSd      VinylSd      BrkFace           20
## 7         Gable   CompShg      CemntBd      CmentBd         None            0
## 8         Gable   CompShg      HdBoard      HdBoard         None            0
## 9         Gable   CompShg      CemntBd      CmentBd         None            0
## 10        Gable   CompShg      VinylSd      VinylSd         None            0
## 11        Gable   CompShg      HdBoard      HdBoard         None            0
## 12        Gable   CompShg      HdBoard      HdBoard         None            0
## 13        Gable   CompShg      VinylSd      VinylSd         None            0
## 14        Gable   CompShg      HdBoard      HdBoard         None            0
## 15        Gable   CompShg      HdBoard      HdBoard         None            0
## 16          Hip   CompShg      CemntBd      Wd Shng      BrkFace          603
## 19        Gable   CompShg      VinylSd      VinylSd         None            0
## 20        Gable   CompShg      Plywood      Plywood        Stone          119
## 21          Hip   CompShg      Plywood      Plywood      BrkFace          480
## 22        Gable   CompShg      Plywood      Plywood      BrkFace           81
## 23        Gable   CompShg      VinylSd      VinylSd         None            0
## 24        Gable   CompShg      Wd Sdng      Wd Sdng      BrkFace          180
## 25        Gable   CompShg      VinylSd      VinylSd         None            0
## 26        Gable   CompShg      VinylSd      VinylSd         None            0
## 27        Gable   CompShg      Plywood      Plywood         None            0
## 29        Gable   CompShg      MetalSd      MetalSd         None            0
## 30        Gable   CompShg      HdBoard      HdBoard      BrkFace          504
## 31        Gable   CompShg      HdBoard      HdBoard      BrkFace          492
## 32        Gable   CompShg      HdBoard      ImStucc      BrkFace          381
## 33        Gable   CompShg      Plywood      Plywood         None            0
## 34        Gable   CompShg      Plywood      Brk Cmn         None            0
## 35        Gable   CompShg      Plywood      Brk Cmn         None            0
## 36        Gable   CompShg      Plywood      Brk Cmn         None            0
## 37        Gable   CompShg      VinylSd      VinylSd        Stone          162
## 38        Gable   CompShg      VinylSd      VinylSd        Stone          200
## 39          Hip   CompShg      VinylSd      VinylSd        Stone          450
## 40        Gable   CompShg      VinylSd      VinylSd        Stone          256
## 41        Gable   CompShg      VinylSd      VinylSd      BrkFace          226
## 42          Hip   CompShg      VinylSd      VinylSd      BrkFace          615
## 43          Hip   CompShg      CemntBd      CmentBd      BrkFace          240
## 44        Gable   CompShg      VinylSd      VinylSd      BrkFace          168
## 45          Hip   CompShg      VinylSd      VinylSd        Stone          760
## 46        Gable   CompShg      VinylSd      VinylSd        Stone          128
## 47          Hip   CompShg      VinylSd      VinylSd      BrkFace         1095
## 48        Gable   CompShg      VinylSd      VinylSd      BrkFace          232
## 49          Hip   CompShg      MetalSd      MetalSd      BrkFace          412
## 50        Gable   CompShg      VinylSd      VinylSd        Stone          178
## 51        Gable   CompShg      VinylSd      Wd Shng        Stone          106
## 52        Gable   CompShg      VinylSd      VinylSd         None            0
## 53        Gable   CompShg      VinylSd      VinylSd      BrkFace           14
## 54        Gable   CompShg      VinylSd      VinylSd      BrkFace           16
## 55        Gable   CompShg      VinylSd      VinylSd         None            0
## 56        Gable   CompShg      VinylSd      VinylSd         None            0
## 57        Gable   CompShg      VinylSd      VinylSd         None            0
## 58        Gable   CompShg      VinylSd      VinylSd         None            0
## 59        Gable   CompShg      VinylSd      VinylSd      BrkFace          180
## 60        Gable   CompShg      VinylSd      VinylSd      BrkFace          165
## 61          Hip   CompShg      VinylSd      VinylSd      BrkFace          114
## 62          Hip   CompShg      VinylSd      VinylSd      BrkFace          338
## 63        Gable   CompShg      HdBoard      HdBoard      BrkFace          362
## 64        Gable   CompShg      VinylSd      VinylSd      BrkFace          348
## 65        Gable   CompShg      VinylSd      VinylSd      BrkFace           30
## 66          Hip   CompShg      VinylSd      VinylSd      BrkFace          579
## 67        Gable   CompShg      VinylSd      VinylSd      BrkFace          226
## 68          Hip   CompShg      VinylSd      VinylSd         None            0
## 70        Gable   CompShg      VinylSd      VinylSd        Stone           36
## 71        Gable   CompShg      VinylSd      VinylSd         None            0
## 72        Gable   CompShg      VinylSd      VinylSd         None            0
## 73        Gable   CompShg      VinylSd      VinylSd         None            0
## 74        Gable   CompShg      VinylSd      VinylSd      BrkFace          122
## 75        Gable   CompShg      VinylSd      VinylSd         None            0
## 76        Gable   CompShg      Plywood      Plywood         None            0
## 77        Gable   CompShg      Wd Sdng      Wd Sdng         None            0
## 78        Gable   CompShg      Plywood      Plywood         None            0
## 79        Gable   CompShg      Plywood      Plywood         None            0
## 81          Hip   CompShg      HdBoard      Plywood         None            0
## 82        Gable   CompShg      HdBoard      HdBoard      BrkFace          130
## 83        Gable   CompShg      Wd Sdng      Wd Sdng         None            0
## 84        Gable   CompShg      VinylSd      VinylSd         None            0
## 85        Gable   CompShg      HdBoard      HdBoard         None            0
## 86        Gable   CompShg      MetalSd      MetalSd         None            0
## 87        Gable   CompShg      MetalSd      MetalSd      BrkFace           31
## 88        Gable   CompShg      HdBoard      HdBoard         None            0
## 89        Gable   CompShg      HdBoard      HdBoard         None            0
## 91        Gable   CompShg      HdBoard      HdBoard         None            0
## 92        Gable   CompShg      HdBoard      ImStucc      BrkFace          504
## 93        Gable   CompShg      HdBoard      HdBoard      BrkFace          180
## 94        Gable   CompShg      MetalSd      MetalSd         None            0
## 95        Gable   CompShg      VinylSd      VinylSd         None            0
## 96        Gable   CompShg      MetalSd      MetalSd      BrkFace          120
## 97        Gable   CompShg      MetalSd      MetalSd         None            0
## 98        Gable   CompShg      MetalSd      MetalSd         None            0
## 99        Gable   CompShg      VinylSd      VinylSd      BrkFace          216
## 100       Gable   CompShg      MetalSd      MetalSd        Stone          432
## 101       Gable   CompShg      MetalSd      MetalSd      BrkFace          216
## 102       Gable   CompShg      MetalSd      MetalSd      BrkFace         1159
## 103         Hip   CompShg      MetalSd      MetalSd         None            0
## 104       Gable   CompShg      VinylSd      VinylSd         None            0
## 106       Gable   CompShg      VinylSd      VinylSd         None            0
## 109       Gable   CompShg      HdBoard      Plywood      BrkFace          289
## 110       Gable   CompShg      VinylSd      VinylSd         None            0
## 111         Hip   CompShg      HdBoard      HdBoard      BrkFace          120
## 112       Gable   CompShg      MetalSd      MetalSd         None            0
## 113       Gable   CompShg      Plywood      Plywood      BrkFace           28
## 114       Gable   CompShg      MetalSd      MetalSd         None            0
## 115       Gable   CompShg      HdBoard      HdBoard      BrkFace           42
## 116         Hip   CompShg      Plywood      Plywood         None            0
## 117       Gable   CompShg      MetalSd      MetalSd         None            0
## 118         Hip   CompShg      VinylSd      VinylSd      BrkFace          172
## 119         Hip   CompShg      HdBoard      HdBoard      BrkFace          451
## 120       Gable   CompShg      Plywood      Plywood         None            0
## 121         Hip   CompShg      HdBoard      HdBoard         None            0
## 122       Gable   CompShg      Wd Sdng      Plywood      BrkFace          268
## 123       Gable   CompShg      HdBoard      HdBoard         None            0
## 124         Hip   CompShg      Wd Sdng      HdBoard      BrkFace           86
## 125       Gable   CompShg      MetalSd      MetalSd      BrkFace          156
## 127         Hip   CompShg      MetalSd      MetalSd         None            0
## 128       Gable   CompShg      MetalSd      MetalSd      BrkFace          265
## 129       Gable   CompShg      MetalSd      MetalSd        Stone          340
## 130       Gable   CompShg      Wd Sdng      Plywood         None            0
## 132       Gable   CompShg      HdBoard      HdBoard        Stone          110
## 133       Gable   CompShg      AsbShng      AsbShng      BrkFace          164
## 134       Gable   CompShg      HdBoard      HdBoard      BrkFace          200
## 135       Gable   CompShg      HdBoard      HdBoard      BrkFace          216
## 136       Gable   CompShg      MetalSd      MetalSd      BrkFace          361
## 137       Gable   CompShg      Plywood      Plywood      BrkFace          287
## 138       Gable   CompShg      BrkFace      Plywood         None            0
## 139       Gable   CompShg      HdBoard      HdBoard         None            0
## 140       Gable   CompShg      VinylSd      VinylSd      BrkFace          506
## 141         Hip   CompShg      MetalSd      MetalSd      BrkFace          150
## 142         Hip   CompShg      BrkFace      BrkFace         None            0
## 143       Gable   CompShg      MetalSd      MetalSd         None            0
## 144         Hip   CompShg      MetalSd      MetalSd      BrkFace          220
## 145         Hip   CompShg      Plywood      Plywood      BrkFace          180
## 146       Gable   CompShg      MetalSd      HdBoard      BrkFace          324
## 147         Hip   CompShg      MetalSd      MetalSd      BrkFace           91
## 148       Gable   CompShg      Wd Sdng      Wd Sdng        Stone          432
## 149       Gable   CompShg      MetalSd      MetalSd         None            0
## 150       Gable   CompShg      WdShing      Wd Shng         None            0
## 151       Gable   CompShg      MetalSd      MetalSd         None            0
## 152       Gable   CompShg      MetalSd      MetalSd         None            0
## 153       Gable   CompShg      VinylSd      VinylSd         None            0
## 154       Gable   CompShg      MetalSd      MetalSd         None            0
## 155       Gable   CompShg      VinylSd      VinylSd         None            0
## 156       Gable   CompShg      Wd Sdng      Wd Sdng      BrkFace          104
## 157       Gable   CompShg      MetalSd      MetalSd         None            0
## 158       Gable   CompShg      VinylSd      VinylSd         None            0
## 159       Gable   CompShg      Plywood      Plywood         None            0
## 160       Gable   CompShg      Wd Sdng      Wd Sdng         None            0
## 162       Gable   CompShg      WdShing      Wd Shng         None            0
## 163         Hip   CompShg      BrkFace      BrkFace         None            0
## 164       Gable   CompShg      BrkFace      Wd Sdng         None            0
## 165       Gable   CompShg      Wd Sdng      Wd Sdng         None            0
## 166         Hip   CompShg      Wd Sdng      Wd Sdng      BrkFace          261
## 167       Gable   CompShg      BrkFace      Wd Sdng         None            0
## 168         Hip   CompShg      Wd Sdng      Wd Sdng      BrkFace          218
## 169       Gable   CompShg      MetalSd      MetalSd      BrkFace          351
## 170         Hip   CompShg      Wd Sdng      Wd Sdng      BrkFace          771
## 171       Gable   CompShg      Wd Sdng      Wd Sdng         None            0
## 172       Gable   CompShg      Wd Sdng      Wd Sdng         None            0
## 173       Gable   CompShg      WdShing      Wd Shng         None            0
## 174         Hip   CompShg      MetalSd      MetalSd         None            0
## 175     Gambrel   CompShg      VinylSd      VinylSd         None            0
## 176       Gable   CompShg      MetalSd      MetalSd         None            0
## 177       Gable   CompShg      MetalSd      MetalSd        Stone          294
## 178       Gable   CompShg      Wd Sdng      Wd Sdng         None            0
## 179       Gable   CompShg      MetalSd      MetalSd         None            0
## 180       Gable   CompShg      VinylSd      VinylSd         None            0
## 181       Gable   CompShg      MetalSd      MetalSd         None            0
## 183       Gable   CompShg      VinylSd      VinylSd         None            0
## 184       Gable   CompShg      Wd Sdng      Wd Sdng         None            0
## 185       Gable   CompShg      MetalSd      MetalSd         None            0
## 186       Gable   CompShg      Wd Sdng      Wd Sdng         None            0
## 188       Gable   CompShg      MetalSd      MetalSd         None            0
## 189       Gable   CompShg      VinylSd      VinylSd         None            0
## 190       Gable   CompShg      VinylSd      AsbShng         None            0
## 191       Gable   CompShg      Wd Sdng      Wd Sdng         None            0
## 192       Gable   CompShg      MetalSd      MetalSd         None            0
## 193       Gable   CompShg      Wd Sdng      Wd Sdng         None            0
## 194       Gable   CompShg      MetalSd      MetalSd         None            0
## 195       Gable   CompShg      MetalSd      MetalSd         None            0
## 196       Gable   CompShg      MetalSd      MetalSd         None            0
## 197       Gable   CompShg      MetalSd      MetalSd        Stone          300
## 198       Gable   CompShg      Wd Sdng      Wd Sdng         None            0
## 199       Gable   CompShg      VinylSd      VinylSd         None            0
## 200       Gable   CompShg      MetalSd      MetalSd         None            0
## 201       Gable   CompShg      Wd Sdng      Wd Sdng         None            0
## 202       Gable   CompShg       Stucco       Stucco         None            0
## 203       Gable   CompShg      MetalSd      MetalSd         None            0
## 204       Gable   CompShg      Wd Sdng      Wd Sdng         None            0
## 205       Gable   CompShg      VinylSd      VinylSd         None            0
## 208       Gable   CompShg      Wd Sdng      Wd Sdng         None            0
## 209       Gable   CompShg      MetalSd      MetalSd         None            0
## 210       Gable   CompShg      HdBoard      HdBoard      BrkFace           90
## 212       Gable   CompShg      Wd Sdng      Wd Shng         None            0
## 213       Gable   CompShg      VinylSd      VinylSd         None            0
## 215       Gable   CompShg      Wd Sdng      Wd Sdng         None            0
## 216       Gable   CompShg      VinylSd      VinylSd         None            0
## 217       Gable   Tar&Grv      Plywood      Plywood      BrkFace           72
## 218         Hip   CompShg      HdBoard      HdBoard         None            0
## 219         Hip   CompShg      Plywood      HdBoard         None            0
## 220         Hip   CompShg      Wd Sdng      Wd Sdng      BrkFace          180
## 221       Gable   CompShg      HdBoard      HdBoard         None            0
## 222       Gable   CompShg      Plywood      Plywood         None            0
## 223         Hip   CompShg      HdBoard      HdBoard      BrkFace           47
## 224       Gable   CompShg      HdBoard      HdBoard        Stone          143
## 225         Hip   CompShg      HdBoard      HdBoard         None            0
## 226       Gable   CompShg      Plywood      Plywood         None            0
## 227       Gable   CompShg      HdBoard      HdBoard         None            0
## 228         Hip   CompShg      HdBoard      HdBoard       BrkCmn          328
## 229       Gable   CompShg      Wd Sdng      Wd Sdng         None            0
## 230         Hip   CompShg      Wd Sdng      Wd Sdng         None            0
## 231       Gable   CompShg      Wd Sdng      Wd Sdng         None            0
## 232       Gable   CompShg      VinylSd      HdBoard         None            0
## 234       Gable   CompShg      VinylSd      VinylSd      BrkFace          288
## 235       Gable   CompShg      Wd Sdng      Wd Sdng         None            0
## 236       Gable   CompShg      Wd Sdng      Wd Sdng         None            0
## 237       Gable   CompShg      Wd Sdng      Plywood         None            0
## 238       Gable   CompShg      Wd Sdng      Wd Sdng         None            0
## 239       Gable   CompShg      WdShing      Wd Shng         None            0
## 240       Gable   CompShg      WdShing      Wd Shng         None            0
## 241       Gable   CompShg      VinylSd      VinylSd         None            0
## 243       Gable   CompShg      Wd Sdng      Wd Sdng         None            0
## 244       Gable   CompShg      MetalSd      MetalSd         None            0
## 245       Gable   CompShg      HdBoard      HdBoard      BrkFace          336
## 246       Gable   CompShg      Plywood      Plywood      BrkFace          177
## 247       Gable   CompShg      VinylSd      VinylSd      BrkFace           85
## 248       Gable   CompShg      MetalSd      MetalSd      BrkFace          246
## 249       Gable   CompShg      HdBoard      HdBoard         None            0
## 250       Gable   CompShg      VinylSd      VinylSd        Stone           72
## 251       Gable   CompShg      VinylSd      VinylSd        Stone           24
## 252       Gable   CompShg      VinylSd      VinylSd         None            0
## 253       Gable   CompShg      VinylSd      VinylSd        Stone           80
## 254         Hip   CompShg      Plywood      Plywood         None            0
## 255       Gable   CompShg      Wd Sdng      Plywood         None            0
## 256       Gable   CompShg      HdBoard      HdBoard      BrkFace           80
## 257       Gable   CompShg      VinylSd      VinylSd         None            0
## 258       Gable   CompShg      VinylSd      VinylSd         None            0
## 259       Gable   CompShg      VinylSd      VinylSd      BrkFace          116
## 260       Gable   CompShg      CemntBd      CmentBd         None            0
## 261       Gable   CompShg      HdBoard      HdBoard      BrkFace          153
## 262       Gable   CompShg      HdBoard      HdBoard         None            0
## 263       Gable   CompShg      Wd Sdng      Wd Sdng         None            0
## 264         Hip   CompShg      CemntBd      CmentBd      BrkFace          320
## 265       Gable   CompShg      VinylSd      VinylSd      BrkFace          479
## 266       Gable   CompShg      VinylSd      VinylSd      BrkFace          223
## 267       Gable   CompShg      VinylSd      VinylSd         None            0
## 268       Gable   CompShg      VinylSd      VinylSd      BrkFace          442
## 269       Gable   CompShg      VinylSd      VinylSd      BrkFace          170
## 270       Gable   CompShg      VinylSd      VinylSd      BrkFace          169
## 271         Hip   CompShg      VinylSd      VinylSd      BrkFace          171
## 272       Gable   CompShg      VinylSd      VinylSd      BrkFace          109
## 273       Gable   CompShg      VinylSd      VinylSd      BrkFace           98
## 274       Gable   CompShg      VinylSd      VinylSd         None            0
## 277       Gable   CompShg      MetalSd      MetalSd         None            0
## 278       Gable   CompShg      VinylSd      VinylSd         None            0
## 279       Gable   CompShg      Plywood      Plywood         None            0
## 280       Gable   CompShg      Plywood      Plywood         None            0
## 281         Hip   CompShg      WdShing      Wd Shng         None            0
## 282       Gable   CompShg      VinylSd      VinylSd         None            0
## 283       Gable   CompShg      VinylSd      VinylSd         None            0
## 285         Hip   CompShg      HdBoard      HdBoard        Stone          145
## 286       Gable   CompShg      MetalSd      VinylSd      BrkFace          203
## 287       Gable   CompShg      Wd Sdng      Wd Sdng         None            0
## 288       Gable   CompShg       Stucco       Stucco         None            0
## 289       Gable   CompShg      BrkFace      Wd Sdng         None            0
## 290       Gable   CompShg      Wd Sdng      Wd Sdng         None            0
## 293       Gable   CompShg      Wd Sdng      Wd Shng         None            0
## 294       Gable   CompShg      Wd Sdng      Wd Sdng      BrkFace          371
## 295       Gable   CompShg      VinylSd      VinylSd      BrkFace          430
## 296       Gable   CompShg      CemntBd      CmentBd         None            0
## 297       Gable   CompShg      BrkFace      HdBoard         None            0
## 298       Gable   CompShg      VinylSd      VinylSd      BrkFace           44
## 299       Gable   CompShg      HdBoard      HdBoard         None            0
## 300       Gable   CompShg      HdBoard      HdBoard         None            0
## 301       Gable   CompShg      BrkFace      Wd Sdng         None            0
## 302       Gable   CompShg      VinylSd      VinylSd         None            0
## 304       Gable   CompShg      Wd Sdng      Wd Sdng         None            0
## 305       Gable   CompShg      MetalSd      MetalSd         None            0
## 306       Gable   CompShg      MetalSd      MetalSd         None            0
## 307         Hip   CompShg      Wd Sdng      Wd Sdng         None            0
## 308         Hip   CompShg      Wd Sdng      Wd Sdng         None            0
## 309         Hip   CompShg      CemntBd      CmentBd        Stone          186
## 310       Gable   CompShg      VinylSd      VinylSd         None            0
## 311       Gable   CompShg      Plywood      Plywood         None            0
## 312       Gable   CompShg      VinylSd      VinylSd         None            0
## 313       Gable   CompShg      HdBoard      HdBoard      BrkFace          335
## 314       Gable   CompShg      Plywood      Plywood         None            0
## 315       Gable   CompShg      Wd Sdng      Wd Sdng         None            0
## 316       Gable   CompShg      VinylSd      VinylSd        Stone           60
## 317       Gable   CompShg      VinylSd      VinylSd         None            0
## 318       Gable   CompShg      VinylSd      VinylSd         None            0
## 319       Gable   CompShg      VinylSd      VinylSd      BrkFace           84
## 320       Gable   CompShg      VinylSd      VinylSd      BrkFace           44
## 321       Gable   CompShg      VinylSd      VinylSd         None            0
## 322         Hip   CompShg       Stucco      CmentBd         None            0
## 323         Hip   CompShg      Plywood      HdBoard         None            0
## 324       Gable   CompShg      VinylSd      VinylSd         None            0
## 325     Mansard   CompShg      MetalSd      Wd Shng         None            0
## 326       Gable   CompShg      VinylSd      VinylSd         None            0
## 327       Gable   CompShg      CemntBd      CmentBd         None            0
## 328       Gable   CompShg      CemntBd      CmentBd         None            0
## 329       Gable   CompShg      CemntBd      CmentBd         None            0
## 330       Gable   CompShg      CemntBd      CmentBd         None            0
## 331       Gable   CompShg      CemntBd      CmentBd         None            0
## 332       Gable   CompShg      CemntBd      CmentBd         None            0
## 333       Gable   CompShg      CemntBd      CmentBd         None            0
## 334       Gable   CompShg      VinylSd      VinylSd         None            0
## 335       Gable   CompShg      HdBoard      HdBoard      BrkFace          189
## 336       Gable   CompShg      VinylSd      VinylSd         None            0
## 338       Gable   CompShg      HdBoard      HdBoard         None            0
## 339       Gable   CompShg      HdBoard      HdBoard         None            0
## 340         Hip   CompShg      VinylSd      VinylSd         None            0
## 341       Gable   CompShg      VinylSd      VinylSd         None            0
## 342       Gable   CompShg      MetalSd      MetalSd         None            0
## 343         Hip   CompShg      Plywood      Plywood      BrkFace          440
## 344       Gable   CompShg      Plywood      Wd Sdng         None            0
## 345       Gable   CompShg      VinylSd      VinylSd         None            0
## 346       Gable   CompShg      VinylSd      VinylSd      BrkFace          188
## 347       Gable   CompShg      HdBoard      HdBoard      BrkFace           32
## 348       Gable   CompShg      VinylSd      VinylSd        Stone          160
## 349       Gable   CompShg      HdBoard      HdBoard      BrkFace           22
## 350       Gable   CompShg      CemntBd      CmentBd         None            0
## 351       Gable   CompShg      CemntBd      CmentBd         None            0
## 352       Gable   CompShg      CemntBd      CmentBd         None            0
## 353       Gable   CompShg      CemntBd      CmentBd         None            0
## 354       Gable   CompShg      VinylSd      VinylSd         None            0
## 355       Gable   CompShg      VinylSd      VinylSd      BrkFace           40
## 356       Gable   CompShg      VinylSd      VinylSd         None            0
## 357       Gable   CompShg      VinylSd      VinylSd         None            0
## 358       Gable   CompShg      VinylSd      VinylSd      BrkFace           68
## 359       Gable   CompShg      HdBoard      HdBoard         None            0
## 360       Gable   CompShg      HdBoard      HdBoard      BrkFace           45
## 361       Gable   CompShg      VinylSd      VinylSd         None            0
## 362       Gable   CompShg      HdBoard      HdBoard         None            0
## 363       Gable   CompShg      HdBoard      HdBoard      BrkFace          106
## 364       Gable   CompShg      VinylSd      VinylSd         None          344
## 365       Gable   CompShg      HdBoard      HdBoard         None            0
## 366       Gable   CompShg      HdBoard      HdBoard         None            0
## 367         Hip   CompShg      VinylSd      VinylSd        Stone          748
## 368         Hip   CompShg      VinylSd      VinylSd        Stone          464
## 369         Hip   CompShg      VinylSd      VinylSd        Stone           16
## 370       Gable   CompShg      HdBoard      Wd Sdng      BrkFace          157
## 371       Gable   CompShg      CemntBd      CmentBd      BrkFace          278
## 372       Gable   CompShg      HdBoard      HdBoard         None            0
## 373         Hip   CompShg      Plywood      Plywood      BrkFace          209
## 374       Gable   CompShg      CemntBd      CmentBd        Stone          126
## 376       Gable   CompShg      VinylSd      VinylSd      BrkFace          101
## 377       Gable   CompShg      Plywood      Plywood      BrkFace          229
## 378       Gable   CompShg      Plywood      Plywood      BrkFace          225
## 379       Gable   CompShg      HdBoard      HdBoard      BrkFace          144
## 381       Gable   CompShg      Plywood      Plywood      BrkFace          206
## 382       Gable   CompShg      HdBoard      HdBoard      BrkFace          189
## 383       Gable   CompShg      Plywood      Plywood      BrkFace           44
## 384       Gable   CompShg      CemntBd      CmentBd         None            0
## 385       Gable   CompShg      VinylSd      VinylSd        Stone          110
## 387       Gable   CompShg      VinylSd      VinylSd         None            0
## 388       Gable   CompShg      HdBoard      HdBoard      BrkFace          161
## 389         Hip   CompShg      Plywood      Plywood      BrkFace          196
## 390       Gable   CompShg      Plywood      Plywood         None            0
## 391         Hip   CompShg      HdBoard      HdBoard      BrkFace          174
## 392       Gable   CompShg      HdBoard      HdBoard      BrkFace          333
## 393       Gable   CompShg      VinylSd      VinylSd         None            0
## 394       Gable   CompShg      MetalSd      MetalSd      BrkFace           76
## 395       Gable   CompShg      Plywood      Plywood         None            0
## 396       Gable   CompShg      HdBoard      HdBoard         None            0
## 397       Gable   CompShg      Plywood      Plywood      BrkFace          178
## 398       Gable   CompShg      VinylSd      VinylSd         None            0
## 399       Gable   CompShg      HdBoard      Plywood         None            0
## 400       Gable   CompShg      MetalSd      MetalSd         None            0
## 401       Gable   CompShg      HdBoard      HdBoard         None            0
## 402       Gable   CompShg      VinylSd      VinylSd         None            0
## 403       Gable   CompShg      HdBoard      HdBoard      BrkFace          504
## 404       Gable   CompShg      HdBoard      HdBoard         None          312
## 405       Gable   CompShg      HdBoard      HdBoard      BrkFace          142
## 406       Gable   CompShg      HdBoard      HdBoard      BrkFace          425
## 407       Gable   CompShg      HdBoard      HdBoard      BrkFace          510
## 408       Gable   CompShg      CemntBd      CmentBd      BrkFace          268
## 409       Gable   CompShg      Plywood      Plywood         None            0
## 410       Gable   CompShg      Plywood      Brk Cmn         None            0
## 411       Gable   CompShg      Plywood      Brk Cmn         None            0
## 412       Gable   CompShg      Plywood      Brk Cmn         None            0
## 413       Gable   CompShg      Plywood      Brk Cmn         None            0
## 414       Gable   CompShg      Plywood      Brk Cmn         None            0
## 415       Gable   CompShg      Plywood      Brk Cmn         None            0
## 416       Gable   CompShg      Plywood      Brk Cmn         None            0
## 417       Gable   CompShg      Plywood      Brk Cmn         None            0
## 418       Gable   CompShg      Plywood      Brk Cmn         None            0
## 419       Gable   CompShg      HdBoard      HdBoard      BrkFace           60
## 420         Hip   CompShg      HdBoard      HdBoard      BrkFace          165
## 421         Hip   CompShg      CemntBd      CmentBd        Stone          230
## 422         Hip   CompShg      VinylSd      VinylSd        Stone          726
## 423         Hip   CompShg      VinylSd      VinylSd        Stone          860
## 424         Hip   CompShg      VinylSd      VinylSd        Stone          200
## 425         Hip   CompShg      VinylSd      VinylSd        Stone          300
## 426       Gable   CompShg      VinylSd      VinylSd        Stone          640
## 427         Hip   CompShg      VinylSd      VinylSd      BrkFace          306
## 428       Gable   CompShg      VinylSd      VinylSd         None            0
## 429       Gable   CompShg      VinylSd      VinylSd        Stone          154
## 430         Hip   CompShg      VinylSd      VinylSd        Stone          450
## 431         Hip   CompShg      CemntBd      CmentBd      BrkFace          305
## 434         Hip   CompShg      VinylSd      VinylSd        Stone          424
## 435       Gable   CompShg      VinylSd      VinylSd        Stone          302
## 436         Hip   CompShg      VinylSd      VinylSd      BrkFace          238
## 437       Gable   CompShg      VinylSd      VinylSd        Stone           20
## 438       Gable   CompShg      VinylSd      VinylSd        Stone          250
## 440         Hip   CompShg      VinylSd      VinylSd      BrkFace          262
## 441       Gable   CompShg      VinylSd      VinylSd        Stone          122
## 442         Hip   CompShg      VinylSd      VinylSd         None          285
## 443         Hip   CompShg      VinylSd      VinylSd        Stone          216
## 444       Gable   CompShg      MetalSd      MetalSd        Stone           42
## 445       Gable   CompShg      VinylSd      VinylSd      BrkFace          296
## 446         Hip   CompShg      VinylSd      VinylSd      BrkFace          418
## 447       Gable   CompShg      VinylSd      VinylSd        Stone          268
## 448         Hip   CompShg      VinylSd      VinylSd      BrkFace          922
## 449         Hip   CompShg      VinylSd      VinylSd      BrkFace          724
## 450       Gable   CompShg      VinylSd      VinylSd        Stone          186
## 451       Gable   CompShg      VinylSd      VinylSd        Stone          383
## 452       Gable   CompShg      VinylSd      VinylSd        Stone          240
## 453       Gable   CompShg      VinylSd      VinylSd        Stone          135
## 454       Gable   CompShg      VinylSd      VinylSd        Stone          135
## 455       Gable   CompShg      VinylSd      VinylSd        Stone          176
## 456       Gable   CompShg      VinylSd      VinylSd        Stone          166
## 457         Hip   CompShg      CemntBd      CmentBd        Stone          730
## 458         Hip   CompShg      VinylSd      VinylSd      BrkFace          470
## 459         Hip   CompShg      MetalSd      MetalSd      BrkFace          308
## 460         Hip   CompShg      VinylSd      VinylSd      BrkFace          500
## 461         Hip   CompShg      VinylSd      VinylSd      BrkFace          270
## 462         Hip   CompShg      MetalSd      MetalSd      BrkFace          176
## 463       Gable   CompShg      VinylSd      VinylSd        Stone          163
## 464       Gable   CompShg      VinylSd      Wd Shng        Stone          106
## 465       Gable   CompShg      VinylSd      VinylSd         None            0
## 466       Gable   CompShg      VinylSd      VinylSd         None            0
## 467       Gable   CompShg      VinylSd      VinylSd         None            0
## 468       Gable   CompShg      VinylSd      VinylSd         None            0
## 469         Hip   CompShg      VinylSd      VinylSd      BrkFace          130
## 470         Hip   CompShg      VinylSd      VinylSd      BrkFace          130
## 471       Gable   CompShg      VinylSd      VinylSd      BrkFace           16
## 472       Gable   CompShg      VinylSd      VinylSd      BrkFace           16
## 473       Gable   CompShg      VinylSd      VinylSd      BrkFace           16
## 474       Gable   CompShg      VinylSd      VinylSd      BrkFace           11
## 475       Gable   CompShg      VinylSd      VinylSd         None            0
## 477       Gable   CompShg      WdShing      Wd Shng         None            0
## 478       Gable   CompShg      VinylSd      VinylSd      BrkFace          200
## 479         Hip   CompShg      VinylSd      VinylSd         None            0
## 480       Gable   CompShg      VinylSd      VinylSd         None            0
## 481       Gable   CompShg      VinylSd      VinylSd         None            0
## 482       Gable   CompShg      VinylSd      VinylSd         None            0
## 484       Gable   CompShg      VinylSd      VinylSd         None            0
## 485       Gable   CompShg      VinylSd      VinylSd         None            0
## 486       Gable   CompShg      VinylSd      VinylSd      BrkFace           40
## 487       Gable   CompShg      VinylSd      VinylSd         None            0
## 488       Gable   CompShg      VinylSd      VinylSd      BrkFace           16
## 489       Gable   CompShg      VinylSd      VinylSd         None            0
## 490       Gable   CompShg      VinylSd      VinylSd         None            0
## 492       Gable   CompShg      VinylSd      VinylSd         None            0
## 494       Gable   CompShg      VinylSd      VinylSd         None            0
## 495       Gable   CompShg      VinylSd      VinylSd      BrkFace          673
## 496       Gable   CompShg      VinylSd      VinylSd      BrkFace          506
## 497       Gable   CompShg      VinylSd      VinylSd      BrkFace          150
## 498       Gable   CompShg      VinylSd      VinylSd      BrkFace          731
## 499         Hip   CompShg      VinylSd      VinylSd      BrkFace          975
## 500       Gable   CompShg      VinylSd      VinylSd      BrkFace          921
## 501         Hip   CompShg      Wd Sdng      Wd Sdng      BrkFace          634
## 502       Gable   CompShg      HdBoard      HdBoard      BrkFace          256
## 503       Gable   CompShg      VinylSd      VinylSd      BrkFace          286
## 504       Gable   CompShg      HdBoard      HdBoard      BrkFace          372
## 505         Hip   CompShg      VinylSd      VinylSd      BrkFace          528
## 506       Gable   CompShg      HdBoard      HdBoard         None            0
## 507       Gable   CompShg      VinylSd      VinylSd        Stone           72
## 508       Gable   CompShg      VinylSd      VinylSd        Stone          240
## 509       Gable   CompShg      VinylSd      VinylSd      BrkFace          294
## 510       Gable   CompShg      CemntBd      CmentBd        Stone          194
## 511       Gable   CompShg      VinylSd      VinylSd        Stone          260
## 512         Hip   CompShg      VinylSd      VinylSd        Stone          206
## 513       Gable   CompShg      VinylSd      VinylSd         None            0
## 515       Gable   CompShg      VinylSd      VinylSd         None            0
## 516       Gable   CompShg      VinylSd      VinylSd         None            0
## 517       Gable   CompShg      VinylSd      VinylSd         None            0
## 518       Gable   CompShg      VinylSd      VinylSd         None            0
## 519       Gable   CompShg      CemntBd      CmentBd        Stone           72
## 520         Hip   CompShg      VinylSd      VinylSd         None            0
## 521       Gable   CompShg      VinylSd      VinylSd        Stone          120
## 522       Gable   CompShg      CemntBd      CmentBd        Stone          162
## 523       Gable   CompShg      VinylSd      VinylSd        Stone          238
## 524       Gable   CompShg      VinylSd      VinylSd        Stone          160
## 525         Hip   CompShg      VinylSd      VinylSd        Stone          121
## 526       Gable   CompShg      VinylSd      VinylSd         None            0
## 527       Gable   CompShg      CemntBd      CmentBd        Stone          100
## 528         Hip   CompShg      VinylSd      VinylSd      BrkFace          288
## 529       Gable   CompShg      VinylSd      VinylSd         None            0
## 530       Gable   CompShg      VinylSd      VinylSd         None            0
## 531       Gable   CompShg      VinylSd      VinylSd         None            0
## 532       Gable   CompShg      VinylSd      Wd Shng         None            0
## 533       Gable   CompShg      VinylSd      VinylSd         None            0
## 534       Gable   CompShg      VinylSd      VinylSd         None            0
## 535       Gable   CompShg      VinylSd      VinylSd         None            0
## 536       Gable   CompShg      VinylSd      VinylSd         None            0
## 537       Gable   CompShg      VinylSd      VinylSd         None            0
## 538       Gable   Tar&Grv      VinylSd      VinylSd      BrkFace          264
## 539       Gable   CompShg      VinylSd      VinylSd         None            0
## 540       Gable   CompShg      VinylSd      VinylSd         None            0
## 541       Gable   CompShg      VinylSd      VinylSd         None            0
## 542       Gable   CompShg      VinylSd      VinylSd         None            0
## 543       Gable   CompShg      VinylSd      VinylSd      BrkFace          140
## 544       Gable   CompShg      VinylSd      VinylSd      BrkFace          132
## 545       Gable   CompShg      VinylSd      VinylSd        Stone          366
## 546       Gable   CompShg      VinylSd      VinylSd         None            0
## 547       Gable   CompShg      HdBoard      HdBoard         None            0
## 548       Gable   CompShg      Plywood      Plywood         None            0
## 549       Gable   CompShg      Plywood      ImStucc         None            0
## 550       Gable   CompShg      VinylSd      VinylSd         None            0
## 551       Gable   CompShg      VinylSd      VinylSd      BrkFace          141
## 552       Gable   CompShg      Wd Sdng      Wd Shng         None            0
## 553       Gable   CompShg      Wd Sdng      AsbShng         None            0
## 554       Gable   CompShg      Wd Sdng      Wd Sdng         None            0
## 555         Hip   CompShg      HdBoard      Plywood         None            0
## 556       Gable   CompShg      Plywood      Plywood      BrkFace          153
## 557       Gable   CompShg      MetalSd      MetalSd         None            0
## 558       Gable   CompShg      Wd Sdng      Plywood         None            0
## 560       Gable   CompShg      Plywood      Plywood         None            0
## 561         Hip   CompShg      HdBoard      HdBoard         None            0
## 562       Gable   CompShg      MetalSd      MetalSd         None            0
## 563       Gable   CompShg      VinylSd      VinylSd      BrkFace           60
## 564       Gable   CompShg      VinylSd      VinylSd      BrkFace          115
## 565       Gable   CompShg      VinylSd      VinylSd      BrkFace          196
## 566       Gable   CompShg      MetalSd      MetalSd         None            0
## 567       Gable   CompShg      VinylSd      VinylSd        Stone           76
## 568       Gable   CompShg      VinylSd      VinylSd        Stone           76
## 569       Gable   CompShg      VinylSd      VinylSd        Stone          280
## 570       Gable   CompShg      VinylSd      VinylSd        Stone          252
## 571       Gable   CompShg      MetalSd      MetalSd      BrkFace          894
## 572       Gable   CompShg      MetalSd      MetalSd      BrkFace          513
## 573         Hip   CompShg      MetalSd      MetalSd      BrkFace          218
## 574       Gable   CompShg      MetalSd      MetalSd      BrkFace          456
## 575       Gable   CompShg      MetalSd      MetalSd      BrkFace          450
## 577       Gable   CompShg      BrkFace      BrkFace         None            0
## 578       Gable   CompShg      Plywood      Plywood      BrkFace          200
## 579       Gable   CompShg      Plywood      Plywood         None            0
## 580       Gable   CompShg      MetalSd      MetalSd         None            0
## 581         Hip   CompShg      HdBoard      HdBoard      BrkFace          571
## 582         Hip   CompShg      BrkFace      BrkFace         None            0
## 583       Gable   CompShg      HdBoard      HdBoard        Stone          240
## 584       Gable   CompShg      VinylSd      VinylSd         None            0
## 585       Gable   CompShg      HdBoard      Plywood         None            0
## 586       Gable   CompShg      MetalSd      MetalSd      BrkFace          256
## 587       Gable   CompShg      HdBoard      HdBoard      BrkFace          359
## 588       Gable   CompShg      HdBoard      HdBoard      BrkFace          128
## 589       Gable   CompShg      HdBoard      HdBoard      BrkFace          200
## 590         Hip   CompShg      HdBoard      HdBoard      BrkFace          283
## 591       Gable   CompShg      Plywood      Plywood      BrkFace          360
## 592         Hip   CompShg      VinylSd      VinylSd         None            0
## 593       Gable   CompShg      VinylSd      VinylSd         None            0
## 594       Gable   CompShg      HdBoard      HdBoard         None            0
## 595         Hip   CompShg      HdBoard      HdBoard         None            0
## 596       Gable   CompShg      VinylSd      VinylSd         None            0
## 597       Gable   CompShg      Plywood      Plywood      BrkFace          252
## 598         Hip   CompShg      HdBoard      HdBoard      BrkFace          509
## 599       Gable   CompShg      BrkFace      Wd Sdng         None            0
## 600       Gable   CompShg      VinylSd      VinylSd         None            0
## 601         Hip   CompShg      MetalSd      MetalSd         None            0
## 603       Gable   CompShg      Wd Sdng      Wd Sdng      BrkFace          160
## 604       Gable   CompShg      Wd Sdng      Wd Sdng      BrkFace           70
## 605       Gable   CompShg      VinylSd      VinylSd      BrkFace           95
## 606       Gable   CompShg      HdBoard      Plywood      BrkFace          180
## 607       Gable   CompShg      Wd Sdng      Wd Sdng      BrkFace          217
## 608       Gable   CompShg      HdBoard      HdBoard        Stone          144
## 609       Gable   CompShg      Plywood      Plywood      BrkFace          200
## 610       Gable   CompShg      MetalSd      MetalSd         None            0
## 611       Gable   CompShg      MetalSd      HdBoard      BrkFace          115
## 612       Gable   CompShg      MetalSd      MetalSd      BrkFace          132
## 613         Hip   CompShg      HdBoard      HdBoard      BrkFace           90
## 614       Gable   CompShg      Wd Sdng      Wd Sdng         None            0
## 615         Hip   CompShg      VinylSd      VinylSd         None            0
## 616       Gable   CompShg      MetalSd      MetalSd       BrkCmn          161
## 617         Hip   CompShg      Wd Sdng      Wd Sdng      BrkFace           90
## 619         Hip   CompShg      HdBoard      HdBoard        Stone          238
## 620         Hip   CompShg      MetalSd      MetalSd         None            0
## 621       Gable   CompShg      VinylSd      VinylSd         None            0
## 622       Gable   CompShg      MetalSd      MetalSd         None            0
## 623       Gable   CompShg      Plywood      Plywood         None            0
## 624         Hip   CompShg      MetalSd      MetalSd      BrkFace            3
## 625       Gable   CompShg      Plywood      Plywood      BrkFace          247
## 626       Gable   CompShg      MetalSd      MetalSd      BrkFace          210
## 627       Gable   CompShg      HdBoard      HdBoard      BrkFace          176
## 628       Gable   CompShg      VinylSd      VinylSd      BrkFace          576
## 630       Gable   CompShg      VinylSd      VinylSd         None            0
## 631       Gable   CompShg      Wd Sdng      Wd Sdng      BrkFace          164
## 632         Hip   CompShg      BrkFace      BrkFace         None            0
## 633       Gable   CompShg      Plywood      Plywood      BrkFace          128
## 634         Hip   CompShg      MetalSd      MetalSd         None            0
## 635         Hip   CompShg      Wd Sdng      Wd Sdng       BrkCmn          183
## 636         Hip   CompShg      Wd Sdng      Wd Sdng      BrkFace          176
## 637       Gable   CompShg      BrkFace      BrkFace         None            0
## 638       Gable   CompShg      AsbShng      AsbShng         None            0
## 639       Gable   CompShg      Plywood      Plywood         None            0
## 640       Gable   CompShg      Wd Sdng      Wd Sdng      BrkFace          399
## 641         Hip   CompShg      Wd Sdng      Wd Sdng      BrkFace          650
## 642         Hip   CompShg      Wd Sdng      Wd Sdng      BrkFace          657
## 643         Hip   CompShg      MetalSd      MetalSd      BrkFace           80
## 644       Gable   CompShg      MetalSd      MetalSd         None            0
## 645         Hip   CompShg      MetalSd      MetalSd         None            0
## 646       Gable   CompShg      Plywood      Plywood         None            0
## 647         Hip   CompShg      Wd Sdng      Wd Sdng       BrkCmn           70
## 648       Gable   CompShg      MetalSd      MetalSd         None            0
## 649         Hip   CompShg      Wd Sdng      Wd Sdng         None            0
## 650         Hip   CompShg      Wd Sdng      Wd Sdng      BrkFace          140
## 652       Gable   CompShg      WdShing      Wd Shng         None            0
## 653       Gable   CompShg      Wd Sdng      Wd Sdng         None            0
## 654       Gable   CompShg      VinylSd      VinylSd         None            0
## 655       Gable   CompShg      MetalSd      MetalSd         None            0
## 656       Gable   CompShg      HdBoard      HdBoard         None            0
## 657       Gable   CompShg      VinylSd      VinylSd         None            0
## 658       Gable   CompShg      MetalSd      MetalSd         None            0
## 659       Gable   CompShg      VinylSd      VinylSd         None            0
## 660       Gable   CompShg      MetalSd      MetalSd         None            0
## 661       Gable   CompShg      MetalSd      MetalSd         None            0
## 662       Gable   CompShg      VinylSd      VinylSd         None            0
## 663       Gable   CompShg       Stucco       Stucco         None            0
## 665       Gable   CompShg      Wd Sdng      Wd Sdng         None            0
## 666       Gable   CompShg      VinylSd      VinylSd         None            0
## 667       Gable   CompShg      MetalSd      MetalSd        Stone          480
## 668       Gable   CompShg      HdBoard      HdBoard      BrkFace          295
## 669       Gable   CompShg      HdBoard      HdBoard         None            0
## 670       Gable   CompShg      MetalSd      MetalSd      BrkFace          368
## 671         Hip   CompShg      Wd Sdng      Wd Sdng         None            0
## 672         Hip   CompShg      Plywood      Plywood        Stone          143
## 673         Hip   CompShg      MetalSd      MetalSd         None            0
## 674       Gable   CompShg      Wd Sdng      Wd Sdng      BrkFace           30
## 675        Flat   Tar&Grv      Wd Sdng      Wd Sdng      BrkFace           82
## 678       Gable   CompShg      Wd Sdng      Wd Sdng         None            0
## 680       Gable   CompShg      VinylSd      Wd Sdng         None            0
## 681         Hip   CompShg      BrkFace      BrkFace         None            0
## 682         Hip   CompShg      BrkFace      Plywood         None            0
## 683       Gable   CompShg      MetalSd      MetalSd         None            0
## 684       Gable   CompShg      BrkFace      Plywood         None            0
## 685         Hip   CompShg      BrkFace      Plywood         None            0
## 686       Gable   CompShg      MetalSd      MetalSd         None            0
## 687       Gable   CompShg      MetalSd      MetalSd         None            0
## 688       Gable   CompShg      HdBoard      HdBoard      BrkFace          420
## 689       Gable   CompShg      Plywood      Plywood      BrkFace          124
## 690         Hip   CompShg      HdBoard      HdBoard         None            0
## 691         Hip   CompShg      MetalSd      MetalSd         None            0
## 692       Gable   CompShg      MetalSd      MetalSd         None            0
## 693       Gable   CompShg      Wd Sdng      Wd Sdng         None            0
## 694       Gable   CompShg      Wd Sdng      Wd Sdng         None            0
## 695       Gable   CompShg      Wd Sdng      Wd Sdng         None            0
## 696       Gable   CompShg      Wd Sdng      Wd Sdng         None            0
## 697       Gable   CompShg      VinylSd      VinylSd         None            0
## 698       Gable   CompShg      VinylSd      VinylSd         None            0
## 699       Gable   CompShg      Wd Sdng      Wd Sdng         None            0
## 700       Gable   CompShg      Wd Sdng      Wd Sdng         None            0
## 702         Hip   CompShg      Wd Sdng      Wd Sdng      BrkFace          360
## 703       Gable   CompShg      HdBoard      HdBoard         None            0
## 704       Gable   CompShg      MetalSd      MetalSd         None            0
## 705       Gable   CompShg      MetalSd      MetalSd         None            0
## 706       Gable   CompShg      Wd Sdng      Wd Sdng         None            0
## 707       Gable   CompShg      Wd Sdng      Wd Sdng         None            0
## 709       Gable   CompShg      MetalSd      MetalSd         None            0
## 711       Gable   CompShg      MetalSd      MetalSd         None            0
## 712       Gable   CompShg       Stucco       Stucco         None            0
## 713       Gable   CompShg      MetalSd      MetalSd         None            0
## 714       Gable   CompShg      VinylSd      VinylSd         None            0
## 715       Gable   CompShg      AsbShng      AsbShng         None            0
## 717     Mansard   CompShg       Stucco       Stucco         None            0
## 718       Gable   CompShg       Stucco      BrkFace         None            0
## 719       Gable   CompShg       Stucco       Stucco         None            0
## 720       Gable   CompShg      Wd Sdng      Wd Sdng         None            0
## 721       Gable   CompShg       Stucco       Stucco         None            0
## 722         Hip   CompShg      VinylSd      VinylSd         None            0
## 724         Hip   CompShg      VinylSd      VinylSd         None            0
## 726       Gable   CompShg      MetalSd      MetalSd         None            0
## 727       Gable   CompShg      Wd Sdng      Wd Sdng         None            0
## 728     Mansard   CompShg      AsbShng      AsbShng         None            0
## 729       Gable   CompShg      Wd Sdng      Wd Sdng         None            0
## 730       Gable   CompShg      MetalSd      MetalSd         None            0
## 731       Gable   CompShg      Wd Sdng      Wd Sdng         None            0
## 732       Gable   CompShg      WdShing      Wd Shng         None            0
## 734       Gable   CompShg      MetalSd      MetalSd         None            0
## 735       Gable   CompShg      MetalSd      MetalSd         None            0
## 736       Gable   CompShg      Wd Sdng      Wd Sdng         None            0
## 737       Gable   CompShg      MetalSd      MetalSd         None            0
## 738       Gable   CompShg       Stucco       Stucco      BrkFace          444
## 739       Gable   CompShg      Wd Sdng      Wd Sdng         None            0
## 740       Gable   CompShg      Wd Sdng      Wd Sdng         None            0
## 741       Gable   CompShg      Wd Sdng      Wd Sdng         None            0
## 742       Gable   CompShg      AsbShng      AsbShng         None            0
## 744       Gable   CompShg      Wd Sdng      Wd Sdng         None            0
## 745       Gable   CompShg      MetalSd      MetalSd         None            0
## 746       Gable   CompShg      Wd Sdng      Wd Sdng         None            0
## 747         Hip   CompShg      Wd Sdng      Wd Sdng         None            0
## 748       Gable   CompShg      Wd Sdng      Wd Shng         None            0
## 749       Gable   CompShg      HdBoard      HdBoard         None            0
## 750       Gable   CompShg      MetalSd      MetalSd         None            0
## 751       Gable   CompShg       Stucco       Stucco         None            0
## 752       Gable   CompShg      Wd Sdng      Wd Sdng         None            0
## 755       Gable   CompShg      Plywood      Plywood         None            0
## 756       Gable   CompShg      MetalSd      MetalSd         None            0
## 757       Gable   CompShg      Wd Sdng      Wd Sdng         None            0
## 758       Gable   CompShg      MetalSd      MetalSd        Stone          188
## 759       Gable   CompShg      MetalSd      MetalSd         None            0
## 760         Hip   CompShg      MetalSd      MetalSd         None            0
## 761       Gable   CompShg      MetalSd      MetalSd         None            0
## 762       Gable   CompShg      MetalSd      MetalSd         None            0
## 763       Gable   CompShg      Plywood      Plywood         None            0
## 764       Gable   CompShg      Plywood      Plywood         None            0
## 765       Gable   CompShg      Plywood      Plywood         None            0
## 767     Gambrel   CompShg      Wd Sdng      Wd Sdng         None            0
## 769       Gable   CompShg      HdBoard      HdBoard         None            0
## 770       Gable   CompShg      VinylSd      VinylSd         None            0
## 771         Hip   CompShg      HdBoard      HdBoard      BrkFace           92
## 772         Hip   CompShg      HdBoard      HdBoard      BrkFace          172
## 773         Hip   CompShg      HdBoard      HdBoard      BrkFace           89
## 774       Gable   CompShg      Plywood      HdBoard      BrkFace           23
## 775         Hip   CompShg      Wd Sdng      Wd Sdng         None            0
## 776         Hip   CompShg      HdBoard      HdBoard         None            0
## 777       Gable   CompShg      Wd Sdng      Wd Sdng      BrkFace          116
## 778         Hip   CompShg      HdBoard      HdBoard         None            0
## 779         Hip   CompShg      Wd Sdng      Wd Sdng      BrkFace           54
## 780         Hip   CompShg      Wd Sdng      Wd Sdng      BrkFace          366
## 782       Gable   CompShg      Wd Sdng      Wd Sdng         None            0
## 783        Flat   Tar&Grv      Wd Sdng      Wd Sdng         None            0
## 784       Gable   CompShg      VinylSd      VinylSd         None            0
## 785       Gable   CompShg      VinylSd      VinylSd         None            0
## 786         Hip   CompShg      Wd Sdng      Wd Sdng         None            0
## 787         Hip   CompShg      BrkFace      Wd Sdng         None            0
## 788       Gable   CompShg      VinylSd      VinylSd         None            0
## 789         Hip   CompShg      Wd Sdng      Wd Sdng         None            0
## 790         Hip   CompShg      MetalSd      MetalSd         None            0
## 792         Hip   CompShg      MetalSd      MetalSd         None            0
## 793         Hip   CompShg      MetalSd      MetalSd         None            0
## 794       Gable   CompShg      Wd Sdng      Wd Sdng         None            0
## 795       Gable   CompShg      Wd Sdng      Wd Sdng         None            0
## 796       Gable   CompShg      HdBoard      HdBoard      BrkFace          149
## 797       Gable   CompShg      Wd Sdng      Wd Sdng         None            0
## 798       Gable   CompShg      WdShing      Wd Shng         None            0
## 800       Gable   CompShg      HdBoard      HdBoard         None            0
## 801       Gable   CompShg      Wd Sdng      Wd Sdng      BrkFace          100
## 802       Gable   CompShg      Wd Sdng      Wd Sdng         None            0
## 803         Hip   CompShg      HdBoard      HdBoard      BrkFace          234
## 804       Gable   CompShg      HdBoard      HdBoard      BrkFace          137
## 805       Gable   CompShg      VinylSd      VinylSd         None            0
## 806       Gable   CompShg      VinylSd      VinylSd         None            0
## 807       Gable   CompShg      HdBoard      HdBoard         None            0
## 808       Gable   CompShg      HdBoard      HdBoard         None            0
## 809       Gable   CompShg      Plywood      Plywood        Stone          275
## 810       Gable   CompShg      HdBoard      HdBoard         None            0
## 811       Gable   CompShg      HdBoard      HdBoard         None            0
## 812       Gable   CompShg      Plywood      Plywood         None            0
## 813       Gable   CompShg      Plywood      Plywood         None            0
## 814       Gable   CompShg      Plywood      Plywood      BrkFace          216
## 815       Gable   CompShg      HdBoard      HdBoard         None            0
## 816         Hip   CompShg      VinylSd      VinylSd      BrkFace           23
## 817         Hip   CompShg      VinylSd      VinylSd      BrkFace           23
## 818         Hip   CompShg      VinylSd      VinylSd      BrkFace           23
## 819         Hip   CompShg      VinylSd      VinylSd        Stone          242
## 820         Hip   CompShg      VinylSd      VinylSd        Stone          336
## 821       Gable   CompShg      VinylSd      VinylSd        Stone          270
## 822       Gable   CompShg      VinylSd      VinylSd        Stone          364
## 823       Gable   CompShg      VinylSd      VinylSd         None            0
## 824       Gable   CompShg      VinylSd      VinylSd         None            0
## 825         Hip   CompShg      VinylSd      VinylSd        Stone          352
## 826       Gable   CompShg      VinylSd      VinylSd         None            0
## 827       Gable   CompShg      VinylSd      VinylSd        Stone          180
## 828       Gable   CompShg      VinylSd      VinylSd         None            0
## 829       Gable   CompShg      VinylSd      VinylSd      BrkFace          140
## 830       Gable   CompShg      VinylSd      VinylSd        Stone           82
## 831       Gable   CompShg      VinylSd      VinylSd        Stone           76
## 832       Gable   CompShg      VinylSd      VinylSd         None            0
## 833       Gable   CompShg      Wd Sdng      Wd Sdng      BrkFace          145
## 834       Gable   CompShg      VinylSd      VinylSd         None            0
## 835        Flat   Tar&Grv      Plywood      Plywood         None            0
## 836       Gable   CompShg      VinylSd      VinylSd         None            0
## 837       Gable   CompShg      VinylSd      VinylSd         None            0
## 838       Gable   CompShg      VinylSd      VinylSd         None            0
## 840       Gable   CompShg      VinylSd      VinylSd         None            0
## 841       Gable   CompShg      VinylSd      VinylSd         None            0
## 842       Gable   CompShg      VinylSd      VinylSd         None            0
## 843       Gable   CompShg      VinylSd      VinylSd         None            0
## 844       Gable   CompShg      VinylSd      VinylSd      BrkFace          183
## 845       Gable   CompShg      VinylSd      VinylSd         None            0
## 846       Gable   CompShg      VinylSd      VinylSd      BrkFace          120
## 847       Gable   CompShg      VinylSd      VinylSd      BrkFace           95
## 848       Gable   CompShg      VinylSd      VinylSd      BrkFace          110
## 849       Gable   CompShg      VinylSd      VinylSd         None            0
## 850       Gable   CompShg      VinylSd      VinylSd         None            0
## 851       Gable   CompShg      VinylSd      VinylSd      BrkFace           68
## 852       Gable   CompShg      VinylSd      VinylSd      BrkFace          180
## 853       Gable   CompShg      HdBoard      HdBoard      BrkFace          136
## 854       Gable   CompShg      MetalSd      MetalSd      BrkFace           76
## 855       Gable   CompShg      HdBoard      HdBoard      BrkFace           40
## 856       Gable   CompShg      HdBoard      HdBoard         None            0
## 857       Gable   CompShg      VinylSd      VinylSd      BrkFace           90
## 858       Gable   CompShg      HdBoard      Plywood         None            0
## 859       Gable   CompShg      HdBoard      Plywood         None            0
## 860         Hip   CompShg      MetalSd      MetalSd         None            0
## 861       Gable   CompShg      WdShing      HdBoard         None            0
## 862       Gable   CompShg      HdBoard      Wd Shng         None            0
## 863         Hip   CompShg      VinylSd      VinylSd         None            0
## 864       Gable   CompShg      VinylSd      VinylSd      BrkFace          198
## 865         Hip   CompShg      VinylSd      VinylSd         None            0
## 866       Gable   CompShg      VinylSd      VinylSd      BrkFace          108
## 867         Hip   CompShg      VinylSd      VinylSd      BrkFace          204
## 868       Gable   CompShg      VinylSd      VinylSd         None            0
## 869       Gable   CompShg      VinylSd      VinylSd         None            0
## 870       Gable   CompShg      VinylSd      VinylSd      BrkFace          260
## 871         Hip   CompShg      VinylSd      VinylSd      BrkFace          196
## 872         Hip   CompShg      HdBoard      HdBoard      BrkFace          164
## 873       Gable   CompShg      VinylSd      VinylSd      BrkFace          209
## 874       Gable   CompShg      VinylSd      VinylSd      BrkFace          573
## 875       Gable   CompShg      VinylSd      VinylSd         None            0
## 876       Gable   CompShg      VinylSd      VinylSd         None            0
## 877       Gable   CompShg      VinylSd      VinylSd      BrkFace          171
## 878       Gable   CompShg      VinylSd      VinylSd      BrkFace          170
## 879       Gable   CompShg      VinylSd      VinylSd      BrkFace          170
## 880       Gable   CompShg      VinylSd      VinylSd      BrkFace          180
## 881       Gable   CompShg      VinylSd      VinylSd         None            0
## 882       Gable   CompShg      VinylSd      VinylSd      BrkFace          210
## 883       Gable   CompShg      VinylSd      VinylSd         None            0
## 884       Gable   CompShg      VinylSd      VinylSd         None            0
## 885       Gable   CompShg      VinylSd      VinylSd         None            0
## 886         Hip   CompShg      MetalSd      MetalSd         None            0
## 887       Gable   CompShg      MetalSd      MetalSd         None            0
## 888       Gable   CompShg      HdBoard      HdBoard      BrkFace          500
## 889         Hip   CompShg      HdBoard      Plywood      BrkFace          140
## 890       Gable   CompShg      HdBoard      HdBoard         None            0
## 891         Hip   CompShg      MetalSd      MetalSd      BrkFace          255
## 892         Hip   CompShg      CemntBd      CmentBd        Stone          340
## 894         Hip   CompShg      VinylSd      VinylSd         None            0
## 895       Gable   CompShg      AsbShng      AsbShng         None            0
## 896       Gable   CompShg      MetalSd      MetalSd         None            0
## 898       Gable   CompShg      Wd Sdng      Wd Sdng         None            0
## 900         Hip   CompShg      VinylSd      VinylSd      BrkFace           74
## 901         Hip   CompShg      HdBoard      HdBoard      BrkFace          259
## 902       Gable   CompShg      AsbShng      AsbShng         None            0
## 904       Gable   CompShg      Wd Sdng      Wd Sdng         None            0
## 905       Gable   CompShg      Wd Sdng      Wd Sdng         None            0
## 906       Gable   CompShg      MetalSd      MetalSd      BrkFace           88
## 907       Gable   CompShg      VinylSd       Stucco         None            0
## 908       Gable   CompShg      Wd Sdng      Wd Sdng         None            0
## 909       Gable   CompShg      VinylSd      VinylSd         None            0
## 911       Gable   CompShg      Wd Sdng      Wd Sdng         None            0
## 912       Gable   CompShg      WdShing      Plywood         None            0
## 913       Gable   CompShg       Stucco       Stucco         None            0
## 914       Gable   CompShg      WdShing      Wd Shng         None            0
## 915       Gable   CompShg      Wd Sdng      Wd Sdng         None            0
## 917       Gable   CompShg      Wd Sdng      Wd Sdng         None            0
## 918     Gambrel   CompShg      Wd Sdng      Wd Sdng         None            0
## 919     Gambrel   CompShg      MetalSd      MetalSd         None            0
## 920       Gable   CompShg      Wd Sdng      Wd Sdng         None            0
## 921       Gable   CompShg      Wd Sdng      Wd Sdng         None            0
## 922       Gable   CompShg      MetalSd      MetalSd         None            0
## 923       Gable   CompShg      MetalSd      MetalSd         None            0
## 924       Gable   CompShg      Wd Sdng      Wd Sdng         None            0
## 925       Gable   CompShg      Wd Sdng      Wd Sdng         None            0
## 926       Gable   CompShg      Wd Sdng      Wd Sdng         None            0
## 927       Gable   CompShg      BrkFace      BrkFace         None            0
## 928       Gable   CompShg      MetalSd      MetalSd         None            0
## 929       Gable   CompShg      HdBoard      Plywood        Stone          132
## 931       Gable   CompShg      HdBoard      HdBoard         None            0
## 932       Gable   CompShg      HdBoard      HdBoard        Stone          420
## 933       Gable   CompShg      MetalSd      MetalSd         None            0
## 934       Gable   CompShg      MetalSd      MetalSd         None            0
## 935       Gable   CompShg      MetalSd      MetalSd         None            0
## 936       Gable   CompShg      MetalSd      MetalSd         None            0
## 937       Gable   CompShg      VinylSd      VinylSd      BrkFace          242
## 938         Hip   CompShg      BrkFace      BrkFace         None            0
## 939         Hip   CompShg      Wd Sdng      Plywood      BrkFace          260
## 940         Hip   CompShg      VinylSd      VinylSd         None            0
## 941     Gambrel   CompShg      AsbShng      AsbShng         None            0
## 942       Gable   CompShg      Wd Sdng      Wd Shng         None            0
## 945         Hip   CompShg      CemntBd      CmentBd        Stone          174
## 947       Gable   CompShg      CemntBd      CmentBd         None            0
## 948       Gable   CompShg      VinylSd      VinylSd         None            0
## 949         Hip   CompShg      VinylSd      VinylSd        Stone          108
## 950       Gable   CompShg      VinylSd      VinylSd         None            0
## 951       Gable   CompShg      Plywood      Plywood         None            0
## 952       Gable   CompShg      Plywood      Plywood         None            0
## 953       Gable   CompShg      Plywood      Plywood         None            0
## 954       Gable   CompShg      HdBoard      HdBoard         None            0
## 955       Gable   CompShg      HdBoard      HdBoard         None            0
## 957         Hip   CompShg      BrkFace      BrkFace         None            0
## 958         Hip   CompShg      VinylSd      VinylSd        Stone           70
## 959       Gable   CompShg      VinylSd      VinylSd         None            0
## 960       Gable   CompShg      CemntBd      CmentBd        Stone          246
## 961       Gable   CompShg      CemntBd      CmentBd      BrkFace          406
## 962       Gable   CompShg      VinylSd      VinylSd         None            0
## 963       Gable   CompShg      HdBoard      HdBoard         None            0
## 964       Gable   CompShg      MetalSd      MetalSd         None            0
## 965         Hip   CompShg      Plywood      Plywood      BrkFace          310
## 966       Gable   CompShg      VinylSd      VinylSd      BrkFace          136
## 967       Gable   CompShg      VinylSd      VinylSd         None            0
## 968         Hip   CompShg      VinylSd      VinylSd      BrkFace          584
## 969         Hip   CompShg      CemntBd      CmentBd        Stone          290
## 970       Gable   CompShg      HdBoard      HdBoard      BrkFace          182
## 971         Hip   CompShg      HdBoard      HdBoard      BrkFace           75
## 972         Hip   CompShg      VinylSd      VinylSd      BrkFace          320
## 973         Hip   CompShg      VinylSd      VinylSd      BrkFace          425
## 974       Gable   CompShg      CemntBd      CmentBd         None            0
## 975       Gable   CompShg      HdBoard      HdBoard         None            0
## 976       Gable   CompShg      CemntBd      CmentBd         None            0
## 977         Hip   CompShg      HdBoard      HdBoard      BrkFace          176
## 978       Gable   CompShg      CemntBd      CmentBd         None            0
## 979       Gable   CompShg      CemntBd      CmentBd         None            0
## 980       Gable   CompShg      CemntBd      CmentBd         None            0
## 981       Gable   CompShg      MetalSd      MetalSd         None            0
## 982       Gable   CompShg      HdBoard      HdBoard         None            0
## 983       Gable   CompShg      Plywood      Plywood      BrkFace          104
## 984       Gable   CompShg      HdBoard      Plywood         None            0
## 985       Gable   CompShg      HdBoard      Wd Shng         None            0
## 987       Gable   CompShg      HdBoard      Wd Shng         None            0
## 988       Gable   CompShg      Plywood      ImStucc         None            0
## 989       Gable   CompShg      VinylSd      VinylSd      BrkFace          178
## 990         Hip   CompShg      MetalSd      MetalSd         None            0
## 991       Gable   CompShg      BrkFace      Plywood         None            0
## 992       Gable   CompShg      HdBoard      HdBoard         None            0
## 993       Gable   CompShg      VinylSd      VinylSd         None            0
## 994       Gable   CompShg      VinylSd      VinylSd      BrkFace          119
## 995       Gable   CompShg      VinylSd      VinylSd         None            0
## 996       Gable   CompShg      VinylSd      VinylSd         None            0
## 997       Gable   CompShg      HdBoard      HdBoard         None            0
## 998       Gable   CompShg      HdBoard      HdBoard         None            0
## 999       Gable   CompShg      HdBoard      HdBoard         None            0
## 1000      Gable   CompShg      CemntBd      CmentBd         None            0
## 1001      Gable   CompShg      CemntBd      CmentBd         None            0
## 1002      Gable   CompShg      HdBoard      HdBoard         None            0
## 1003      Gable   CompShg      HdBoard      HdBoard         None            0
## 1004      Gable   CompShg      VinylSd      VinylSd         None            0
## 1005      Gable   CompShg      VinylSd      VinylSd         None            0
## 1006      Gable   CompShg      HdBoard      HdBoard         None            0
## 1007      Gable   CompShg      MetalSd      MetalSd         None            0
## 1008      Gable   CompShg      HdBoard      HdBoard      BrkFace          194
## 1009      Gable   CompShg      HdBoard      HdBoard         None            0
## 1010      Gable   CompShg      HdBoard      HdBoard         None            0
## 1011      Gable   CompShg      VinylSd      VinylSd        Stone          130
## 1012        Hip   CompShg      VinylSd      VinylSd      BrkFace          245
## 1013        Hip   CompShg      VinylSd      VinylSd      BrkFace          296
## 1016        Hip   CompShg      AsbShng      AsbShng      BrkFace           44
## 1017      Gable   CompShg      Plywood      Plywood      BrkFace          123
## 1018      Gable   CompShg      Plywood      Wd Sdng      BrkFace          102
## 1019      Gable   CompShg      MetalSd      MetalSd      BrkFace          210
## 1020      Gable   CompShg      WdShing      Plywood      BrkFace          174
## 1021        Hip   CompShg      Plywood      Plywood      BrkFace          383
## 1022        Hip   CompShg      Plywood      Plywood      BrkFace          194
## 1023      Gable   CompShg      HdBoard      HdBoard      BrkFace          424
## 1024        Hip   CompShg      HdBoard      HdBoard      BrkFace          621
## 1025      Gable   CompShg      VinylSd      VinylSd         None            0
## 1026      Gable   CompShg      HdBoard      HdBoard      BrkFace          280
## 1027      Gable   CompShg      VinylSd      VinylSd         None            0
## 1029      Gable   CompShg      Plywood      Plywood      BrkFace          160
## 1030      Gable   CompShg      HdBoard      HdBoard      BrkFace          120
## 1031        Hip   CompShg      Plywood      Plywood      BrkFace          660
## 1032      Gable   CompShg      HdBoard      HdBoard         None            0
## 1033      Gable   CompShg      VinylSd      VinylSd      BrkFace          402
## 1034      Gable   CompShg      VinylSd      VinylSd         None            0
## 1035      Gable   CompShg      HdBoard      HdBoard         None            0
## 1036      Gable   CompShg      HdBoard      HdBoard      BrkFace           72
## 1037        Hip   CompShg      MetalSd      MetalSd         None            0
## 1038        Hip   CompShg      MetalSd      MetalSd         None            0
## 1039      Gable   CompShg      MetalSd      MetalSd         None            0
## 1040      Gable   CompShg      HdBoard      HdBoard      BrkFace          359
## 1041      Gable   CompShg      HdBoard      HdBoard      BrkFace          158
## 1042      Gable   CompShg      HdBoard      HdBoard      BrkFace          422
## 1043      Gable   CompShg      HdBoard      HdBoard      BrkFace          127
## 1044      Gable   CompShg      HdBoard      HdBoard      BrkFace          232
## 1045      Gable   CompShg      HdBoard      HdBoard      BrkFace          604
## 1046      Gable   CompShg      HdBoard      HdBoard      BrkFace          356
## 1047      Gable   CompShg      Plywood      Plywood         None            0
## 1048      Gable   CompShg      Plywood      Brk Cmn         None            0
## 1049      Gable   CompShg      Plywood      Brk Cmn         None            0
## 1050      Gable   CompShg      HdBoard      HdBoard      BrkFace           65
## 1051        Hip   CompShg      VinylSd      VinylSd        Stone          426
## 1052      Gable   CompShg      VinylSd      VinylSd        Stone          272
## 1054        Hip   CompShg      VinylSd      VinylSd        Stone          268
## 1055        Hip   CompShg      VinylSd      VinylSd        Stone          302
## 1056        Hip   CompShg      VinylSd      VinylSd        Stone          436
## 1057        Hip   CompShg      VinylSd      VinylSd        Stone          554
## 1058        Hip   CompShg      VinylSd      VinylSd      BrkFace          480
## 1059        Hip   CompShg      VinylSd      VinylSd      BrkFace          270
## 1060        Hip   CompShg      CemntBd      CmentBd      BrkFace          468
## 1061      Gable   CompShg      CemntBd      CmentBd      BrkFace          368
## 1062        Hip   CompShg      VinylSd      VinylSd        Stone          108
## 1063      Gable   CompShg      VinylSd      VinylSd        Stone          126
## 1065      Gable   CompShg      VinylSd      VinylSd      BrkFace          664
## 1066      Gable   CompShg      VinylSd      VinylSd      BrkFace          292
## 1067      Gable   CompShg      VinylSd      VinylSd      BrkFace          504
## 1068      Gable   CompShg      VinylSd      VinylSd      BrkFace         1110
## 1069      Gable   CompShg      VinylSd      VinylSd      BrkFace          221
## 1070        Hip   CompShg      MetalSd      MetalSd      BrkFace          492
## 1071        Hip   CompShg      MetalSd      MetalSd      BrkFace          766
## 1072      Gable   CompShg      VinylSd      VinylSd        Stone          144
## 1073        Hip   CompShg      MetalSd      MetalSd      BrkFace          472
## 1074        Hip   CompShg      MetalSd      MetalSd      BrkFace          616
## 1075        Hip   CompShg      MetalSd      MetalSd      BrkFace          714
## 1076        Hip   CompShg      MetalSd      MetalSd      BrkFace          176
## 1077        Hip   CompShg      MetalSd      MetalSd      BrkFace          196
## 1078      Gable   CompShg      VinylSd      Wd Shng        Stone          106
## 1079      Gable   CompShg      VinylSd      Wd Shng        Stone          106
## 1080      Gable   CompShg      VinylSd      VinylSd        Stone          146
## 1081      Gable   CompShg      VinylSd      VinylSd      BrkFace          143
## 1082        Hip   CompShg      VinylSd      VinylSd      BrkFace           24
## 1083      Gable   CompShg      VinylSd      VinylSd      BrkFace           14
## 1084      Gable   CompShg      VinylSd      VinylSd      BrkFace           16
## 1085      Gable   CompShg      WdShing      Wd Shng      BrkFace           20
## 1086      Gable   CompShg      VinylSd      VinylSd         None            0
## 1087      Gable   CompShg      VinylSd      VinylSd         None            0
## 1088      Gable   CompShg      VinylSd      VinylSd        Stone          182
## 1089      Gable   CompShg      VinylSd      VinylSd         None            0
## 1090      Gable   CompShg      VinylSd      VinylSd         None            0
## 1091      Gable   CompShg      VinylSd      VinylSd      BrkFace          196
## 1092      Gable   CompShg      VinylSd      VinylSd        Stone          176
## 1093      Gable   CompShg      VinylSd      VinylSd      BrkFace          318
## 1094      Gable   CompShg      VinylSd      VinylSd      BrkFace          647
## 1095      Gable   CompShg      VinylSd      VinylSd         None            0
## 1096      Gable   CompShg      VinylSd      VinylSd         None            0
## 1097      Gable   CompShg      VinylSd      VinylSd         None            0
## 1098      Gable   CompShg      VinylSd      VinylSd         None            0
## 1099        Hip   CompShg      HdBoard      HdBoard      BrkFace         1290
## 1100      Gable   CompShg      VinylSd      VinylSd      BrkFace          473
## 1101      Gable   CompShg      VinylSd      VinylSd      BrkFace          350
## 1102        Hip   CompShg      VinylSd      VinylSd      BrkFace          295
## 1103      Gable   CompShg      VinylSd      VinylSd      BrkFace          495
## 1104      Gable   CompShg      VinylSd      VinylSd         None            0
## 1105      Gable   CompShg      VinylSd      VinylSd      BrkFace          466
## 1106        Hip   CompShg      MetalSd      MetalSd      BrkFace          660
## 1107        Hip   CompShg      Wd Sdng      ImStucc      BrkFace          651
## 1109      Gable   CompShg      VinylSd      VinylSd      BrkFace          448
## 1110        Hip   CompShg      HdBoard      HdBoard      BrkFace          554
## 1111      Gable   CompShg      VinylSd      VinylSd        Stone          186
## 1112      Gable   CompShg      VinylSd      VinylSd        Stone           74
## 1113      Gable   CompShg      VinylSd      VinylSd      BrkFace           53
## 1114      Gable   CompShg      VinylSd      VinylSd      BrkFace          128
## 1115      Gable   CompShg      VinylSd      VinylSd        Stone          284
## 1116      Gable   CompShg      VinylSd      VinylSd        Stone          468
## 1117      Gable   CompShg      VinylSd      VinylSd        Stone          256
## 1118      Gable   CompShg      VinylSd      VinylSd        Stone          156
## 1119        Hip   CompShg      VinylSd      VinylSd        Stone          310
## 1120        Hip   CompShg      VinylSd      VinylSd         None            0
## 1121      Gable   CompShg      VinylSd      VinylSd         None            0
## 1122      Gable   CompShg      VinylSd      VinylSd         None            0
## 1123      Gable   CompShg      CemntBd      CmentBd         None            0
## 1124      Gable   CompShg      VinylSd      VinylSd         None            0
## 1125        Hip   CompShg      VinylSd      VinylSd      BrkFace          768
## 1126      Gable   CompShg      CemntBd      CmentBd         None            0
## 1127      Gable   CompShg      VinylSd      VinylSd        Stone          100
## 1128      Gable   CompShg      CemntBd      CmentBd         None            0
## 1129      Gable   CompShg      VinylSd      VinylSd      BrkFace          292
## 1130      Gable   CompShg      CemntBd      CmentBd        Stone          210
## 1131      Gable   CompShg      VinylSd      VinylSd         None            0
## 1132      Gable   CompShg      VinylSd      VinylSd      BrkFace          120
## 1133      Gable   CompShg      VinylSd      VinylSd         None            0
## 1134      Gable   CompShg      VinylSd      VinylSd      BrkFace           95
## 1135      Gable   CompShg      VinylSd      VinylSd      BrkFace          126
## 1136      Gable   CompShg      VinylSd      VinylSd         None            0
## 1137      Gable   CompShg      VinylSd      VinylSd         None            0
## 1138      Gable   CompShg      VinylSd      VinylSd         None            0
## 1139      Gable   CompShg      VinylSd      VinylSd         None            0
## 1140      Gable   CompShg      VinylSd      VinylSd      BrkFace           38
## 1141      Gable   CompShg      HdBoard      HdBoard      BrkFace          120
## 1142      Gable   CompShg      HdBoard      HdBoard      BrkFace          258
## 1143      Gable   CompShg      VinylSd      VinylSd      BrkFace          145
## 1144      Gable   CompShg      VinylSd      VinylSd         None            0
## 1145      Gable   CompShg      HdBoard      HdBoard         None            0
## 1146      Gable   CompShg      HdBoard      HdBoard      BrkFace           88
## 1148      Gable   CompShg      Plywood      Plywood         None            0
## 1149      Gable   CompShg      Plywood      Plywood         None            0
## 1150        Hip   CompShg      Wd Sdng      Wd Sdng         None            0
## 1151        Hip   CompShg      HdBoard      Plywood         None            0
## 1152      Gable   CompShg      Wd Sdng      Wd Sdng         None            0
## 1153      Gable   CompShg      HdBoard      HdBoard         None            0
## 1154        Hip   CompShg      Wd Sdng      HdBoard         None            0
## 1155        Hip   CompShg      HdBoard      HdBoard         None            0
## 1156      Gable   CompShg      HdBoard      ImStucc      BrkFace          144
## 1157      Gable   CompShg      HdBoard      HdBoard         None            0
## 1158        Hip   CompShg      HdBoard      HdBoard      BrkFace          304
## 1159        Hip   CompShg      Wd Sdng      Wd Sdng      BrkFace          568
## 1160      Gable   CompShg      MetalSd      MetalSd         None            0
## 1161      Gable   CompShg      MetalSd      MetalSd         None            0
## 1162      Gable   CompShg      MetalSd      MetalSd         None            0
## 1163      Gable   CompShg      MetalSd      MetalSd         None            0
## 1164      Gable   CompShg      VinylSd      VinylSd         None            0
## 1165      Gable   CompShg      VinylSd      VinylSd         None            0
## 1166      Gable   CompShg      MetalSd      MetalSd      BrkFace          360
## 1167      Gable   CompShg      MetalSd      MetalSd        Stone          216
## 1168        Hip   CompShg      MetalSd      MetalSd      BrkFace          260
## 1169      Gable   CompShg      VinylSd      VinylSd      BrkFace          179
## 1170      Gable   CompShg      VinylSd      VinylSd         None            0
## 1171      Gable   CompShg      VinylSd      VinylSd      BrkFace          260
## 1172      Gable   CompShg      MetalSd      MetalSd      BrkFace           60
## 1173      Gable   CompShg      MetalSd      MetalSd      BrkFace          212
## 1174      Gable   CompShg      VinylSd      VinylSd      BrkFace          216
## 1175      Gable   CompShg      VinylSd      VinylSd      BrkFace          513
## 1176      Gable   CompShg      MetalSd      MetalSd      BrkFace          466
## 1177      Gable   CompShg      MetalSd      MetalSd      BrkFace          456
## 1178      Gable   CompShg      BrkFace      MetalSd         None            0
## 1179      Gable   CompShg      BrkFace      BrkFace         None            0
## 1180        Hip   CompShg      BrkFace      BrkFace         None            0
## 1182      Gable   CompShg      Plywood      Plywood         None            0
## 1183    Mansard   CompShg      Wd Sdng      Wd Sdng      BrkFace         1050
## 1185      Gable   CompShg      VinylSd      VinylSd         None            0
## 1186        Hip   CompShg      Plywood      Plywood      BrkFace          288
## 1187      Gable   CompShg      MetalSd      MetalSd         None            0
## 1188      Gable   CompShg      HdBoard      HdBoard         None            0
## 1189      Gable   CompShg      VinylSd      VinylSd      BrkFace          144
## 1190      Gable   CompShg      Plywood      Plywood         None            0
## 1191      Gable   CompShg      MetalSd      MetalSd         None            0
## 1192      Gable   CompShg      HdBoard      HdBoard         None            0
## 1193      Gable   CompShg      MetalSd      MetalSd         None            0
## 1194      Gable   CompShg      VinylSd      VinylSd      BrkFace          300
## 1195        Hip   CompShg      HdBoard      HdBoard         None            0
## 1196      Gable   CompShg      HdBoard      HdBoard         None            0
## 1197      Gable   CompShg      HdBoard      HdBoard      BrkFace          108
## 1198      Gable   CompShg      Plywood      Plywood      BrkFace          564
## 1199      Gable   CompShg      HdBoard      HdBoard         None            0
## 1200        Hip   CompShg      VinylSd      VinylSd      BrkFace          289
## 1201        Hip   CompShg      HdBoard      HdBoard      BrkFace          270
## 1202        Hip   CompShg      HdBoard      HdBoard      BrkFace          252
## 1203      Gable   CompShg      CemntBd      CmentBd        Stone          210
## 1204      Gable   CompShg      MetalSd      MetalSd      BrkFace          342
## 1205      Gable   CompShg      HdBoard      HdBoard         None            0
## 1206        Hip   CompShg      MetalSd      MetalSd         None            0
## 1207      Gable   CompShg      VinylSd      VinylSd         None            0
## 1208        Hip   CompShg      MetalSd      MetalSd      BrkFace          148
## 1209      Gable   CompShg      HdBoard      Plywood      BrkFace          272
## 1210      Gable   CompShg      HdBoard      HdBoard      BrkFace          183
## 1211      Gable   CompShg      HdBoard      HdBoard         None            0
## 1212        Hip   CompShg      HdBoard      HdBoard        Stone          260
## 1213      Gable   CompShg      BrkFace      BrkFace         None            0
## 1215      Gable   CompShg      Plywood      Plywood         None            0
## 1216      Gable   CompShg      HdBoard      HdBoard      BrkFace           54
## 1217        Hip   CompShg      HdBoard      HdBoard        Stone          243
## 1218      Gable   CompShg      Wd Sdng      Wd Sdng         None            0
## 1219      Gable   CompShg      Wd Sdng      Wd Sdng         None            0
## 1223      Gable   CompShg      MetalSd      MetalSd         None            0
## 1224      Gable   CompShg      MetalSd      MetalSd      BrkFace          203
## 1225      Gable   CompShg      VinylSd      VinylSd         None            0
## 1226      Gable   CompShg      HdBoard      HdBoard         None            0
## 1227        Hip   CompShg      AsbShng      AsbShng         None            0
## 1228        Hip   CompShg      Wd Sdng      Wd Sdng      BrkFace           88
## 1229      Gable   CompShg      VinylSd      VinylSd        Stone          288
## 1230      Gable   CompShg      WdShing      Wd Shng       BrkCmn          491
## 1231      Gable   CompShg      VinylSd      VinylSd      BrkFace          136
## 1232      Gable   CompShg      Wd Sdng      Wd Sdng      BrkFace          237
## 1233      Gable   Tar&Grv      Plywood      Plywood      BrkFace          305
## 1234      Gable   CompShg      VinylSd      VinylSd      BrkFace          410
## 1235        Hip   CompShg      Wd Sdng      Wd Sdng      BrkFace          151
## 1236      Gable   CompShg      HdBoard      HdBoard         None            0
## 1237      Gable   CompShg      MetalSd      MetalSd         None            0
## 1238      Gable   CompShg      Wd Sdng      Wd Sdng      BrkFace          143
## 1239      Gable   CompShg      HdBoard      HdBoard         None            0
## 1240        Hip   CompShg      MetalSd      MetalSd         None            0
## 1241      Gable   CompShg      Wd Sdng      Wd Sdng      BrkFace          187
## 1242      Gable   CompShg      Wd Sdng      Wd Sdng      BrkFace           74
## 1243      Gable   CompShg      HdBoard      HdBoard      BrkFace          387
## 1244        Hip   CompShg      MetalSd      MetalSd      BrkFace          135
## 1245      Gable   CompShg      MetalSd      MetalSd         None            0
## 1246      Gable   CompShg      MetalSd      MetalSd        Stone           52
## 1247      Gable   CompShg      MetalSd      MetalSd      BrkFace           84
## 1248        Hip   CompShg      MetalSd      MetalSd         None            0
## 1249      Gable   CompShg      Plywood      Plywood      BrkFace          360
## 1250      Gable   CompShg      HdBoard      HdBoard         None            0
## 1251      Gable   CompShg      VinylSd      VinylSd         None            0
## 1253      Gable   CompShg      MetalSd      MetalSd         None            0
## 1254      Gable   CompShg      Wd Sdng      Wd Sdng         None            0
## 1255      Gable   CompShg      MetalSd      MetalSd         None            0
## 1256      Gable   CompShg      VinylSd      VinylSd         None            0
## 1257      Gable   CompShg      MetalSd      MetalSd         None            0
## 1258    Gambrel   CompShg      VinylSd      VinylSd         None            0
## 1259      Gable   CompShg      Wd Sdng      Wd Sdng         None            0
## 1260      Gable   CompShg      MetalSd      MetalSd         None            0
## 1261      Gable   CompShg      HdBoard      HdBoard      BrkFace          318
## 1262      Gable   CompShg      HdBoard      Plywood         None            0
## 1264        Hip   CompShg      MetalSd      MetalSd      BrkFace          212
## 1265      Gable   CompShg      Wd Sdng      Wd Sdng      BrkFace          276
## 1266       Flat   Tar&Grv      Wd Sdng      Wd Sdng         None            0
## 1267      Gable   CompShg      WdShing      Wd Shng         None            0
## 1268      Gable   CompShg      MetalSd      MetalSd         None            0
## 1269        Hip   CompShg      MetalSd      MetalSd         None            0
## 1270        Hip   CompShg      BrkFace      HdBoard         None            0
## 1271      Gable   CompShg      BrkFace      Wd Sdng         None            0
## 1272      Gable   CompShg      BrkFace      MetalSd         None            0
## 1273      Gable   CompShg      BrkFace      Wd Sdng         None            0
## 1274      Gable   CompShg      Wd Sdng      Wd Sdng         None            0
## 1275      Gable   CompShg      MetalSd      MetalSd         None            0
## 1276      Gable   CompShg      MetalSd      MetalSd         None            0
## 1277      Gable   CompShg      MetalSd      MetalSd         None            0
## 1278      Gable   CompShg      BrkFace      Wd Sdng         None            0
## 1279      Gable   CompShg      MetalSd      MetalSd         None            0
## 1280      Gable   CompShg      MetalSd      MetalSd         None            0
## 1281        Hip   CompShg      HdBoard      HdBoard      BrkFace          415
## 1282      Gable   CompShg      HdBoard      HdBoard      BrkFace          360
## 1283      Gable   CompShg      Wd Sdng      Wd Sdng         None            0
## 1284      Gable   CompShg      VinylSd      VinylSd         None            0
## 1286      Gable   CompShg      MetalSd      MetalSd         None            0
## 1287      Gable   CompShg      WdShing      Wd Shng         None            0
## 1288      Gable   CompShg      AsbShng      AsbShng         None            0
## 1289      Gable   CompShg      BrkFace      Wd Sdng         None            0
## 1290      Gable   CompShg      MetalSd      MetalSd         None            0
## 1291      Gable   CompShg      Wd Sdng      Wd Sdng         None            0
## 1292      Gable   CompShg      Wd Sdng      Wd Sdng         None            0
## 1293      Gable   CompShg      VinylSd      VinylSd         None            0
## 1294      Gable   CompShg      MetalSd      MetalSd         None            0
## 1295      Gable   CompShg      WdShing      Wd Shng         None            0
## 1296      Gable   CompShg       Stucco       Stucco         None            0
## 1298    Mansard   CompShg      MetalSd      MetalSd         None            0
## 1299      Gable   CompShg      Wd Sdng      HdBoard         None            0
## 1300      Gable   CompShg      VinylSd      VinylSd         None            0
## 1301      Gable   CompShg      MetalSd      MetalSd         None            0
## 1302      Gable   CompShg      MetalSd      MetalSd         None            0
## 1303      Gable   CompShg      VinylSd      VinylSd         None            0
## 1304        Hip   CompShg      BrkFace      BrkFace         None            0
## 1305      Gable   CompShg      MetalSd      MetalSd         None            0
## 1309      Gable   CompShg      Wd Sdng      Wd Sdng         None            0
## 1310      Gable   CompShg      Wd Sdng      Wd Shng         None            0
## 1311      Gable   CompShg      AsbShng      AsbShng         None            0
## 1312      Gable   CompShg      VinylSd      VinylSd         None            0
## 1315      Gable   CompShg      MetalSd      MetalSd         None            0
## 1316    Gambrel   CompShg      MetalSd      MetalSd         None            0
## 1317      Gable   CompShg      Wd Sdng      Wd Sdng         None            0
## 1318      Gable   CompShg      Wd Sdng      Wd Shng         None            0
## 1320      Gable   CompShg      Wd Sdng      Wd Sdng         None            0
## 1323      Gable   CompShg      Wd Sdng      Wd Shng         None            0
## 1324      Gable   CompShg      MetalSd      MetalSd      BrkFace          164
## 1325      Gable   CompShg      MetalSd      MetalSd      BrkFace          335
## 1326      Gable   CompShg      BrkFace      BrkFace         None            0
## 1327      Gable   CompShg      MetalSd      MetalSd         None            0
## 1328      Gable   CompShg      WdShing      Wd Shng         None            0
## 1331      Gable   CompShg      Wd Sdng      Wd Sdng         None            0
## 1332      Gable   CompShg      MetalSd      MetalSd         None            0
## 1333      Gable   CompShg      Wd Sdng      Wd Sdng         None            0
## 1334      Gable   CompShg      HdBoard      HdBoard         None            0
## 1335      Gable   CompShg      Wd Sdng      Wd Sdng         None            0
## 1336      Gable   CompShg      Wd Sdng      Wd Sdng         None            0
## 1337      Gable   CompShg      WdShing      Wd Shng         None            0
## 1338      Gable   CompShg      Wd Sdng      Wd Sdng         None            0
##      Exter_Qual Exter_Cond Foundation   Bsmt_Qual   Bsmt_Cond Bsmt_Exposure
## 1       Typical    Typical     CBlock     Typical        Good            Gd
## 2       Typical    Typical     CBlock     Typical     Typical            No
## 4          Good    Typical     CBlock     Typical     Typical            No
## 5       Typical    Typical      PConc        Good     Typical            No
## 6       Typical    Typical      PConc     Typical     Typical            No
## 7          Good    Typical      PConc        Good     Typical            Mn
## 8          Good    Typical      PConc        Good     Typical            No
## 9          Good    Typical      PConc        Good     Typical            No
## 10      Typical    Typical      PConc     Typical     Typical            No
## 11      Typical    Typical      PConc        Good     Typical            No
## 12      Typical       Good      PConc        Good     Typical            No
## 13      Typical    Typical      PConc        Good     Typical            No
## 14      Typical    Typical      PConc        Good     Typical            Gd
## 15         Good    Typical      PConc        Good     Typical            Av
## 16    Excellent    Typical      PConc        Good     Typical            Gd
## 19      Typical    Typical     CBlock     Typical     Typical            No
## 20      Typical    Typical     CBlock        Good     Typical            No
## 21      Typical    Typical     CBlock        Good     Typical            No
## 22      Typical    Typical     CBlock        Good     Typical            Gd
## 23         Good    Typical      PConc        Good     Typical            No
## 24      Typical    Typical     CBlock     Typical     Typical            No
## 25      Typical    Typical     CBlock     Typical     Typical            No
## 26      Typical    Typical     CBlock     Typical     Typical            No
## 27      Typical    Typical     CBlock     Typical     Typical            No
## 29         Good    Typical      PConc        Good     Typical            No
## 30      Typical    Typical     CBlock     Typical     Typical            No
## 31      Typical    Typical     CBlock     Typical     Typical            No
## 32      Typical    Typical     CBlock     Typical     Typical            No
## 33      Typical    Typical     CBlock        Good     Typical            No
## 34      Typical    Typical     CBlock     Typical     Typical            No
## 35      Typical    Typical     CBlock        Good     Typical            No
## 36      Typical    Typical     CBlock        Good     Typical            No
## 37    Excellent    Typical      PConc   Excellent     Typical            No
## 38         Good    Typical      PConc   Excellent     Typical            No
## 39    Excellent    Typical      PConc   Excellent     Typical            Av
## 40         Good    Typical      PConc        Good     Typical            No
## 41         Good    Typical      PConc        Good     Typical            Mn
## 42         Good    Typical      PConc   Excellent     Typical            No
## 43         Good    Typical      PConc   Excellent     Typical            No
## 44         Good    Typical      PConc        Good     Typical            No
## 45    Excellent    Typical      PConc   Excellent     Typical            Gd
## 46         Good    Typical      PConc        Good     Typical            Mn
## 47    Excellent    Typical      PConc   Excellent     Typical            Gd
## 48         Good    Typical      PConc        Good     Typical            Gd
## 49    Excellent    Typical      PConc   Excellent     Typical            No
## 50         Good    Typical      PConc        Good     Typical            Mn
## 51         Good    Typical      PConc        Good     Typical            No
## 52         Good    Typical      PConc        Good     Typical            No
## 53         Good    Typical      PConc        Good     Typical            Av
## 54         Good    Typical      PConc        Good     Typical            No
## 55         Good    Typical      PConc        Good     Typical            No
## 56         Good    Typical      PConc        Good     Typical            No
## 57         Good    Typical      PConc        Good     Typical            No
## 58      Typical    Typical      PConc        Good     Typical            No
## 59         Good    Typical      PConc        Good     Typical            No
## 60         Good    Typical      PConc        Good     Typical            No
## 61         Good    Typical      PConc   Excellent     Typical            No
## 62         Good    Typical      PConc        Good     Typical            No
## 63         Good    Typical      PConc   Excellent     Typical            Av
## 64         Good    Typical      PConc        Good     Typical            No
## 65         Good    Typical      PConc        Good     Typical            No
## 66         Good    Typical      PConc        Good     Typical            Av
## 67         Good    Typical      PConc        Good     Typical   No_Basement
## 68         Good    Typical      PConc        Good     Typical            No
## 70         Good    Typical      PConc        Good     Typical            Av
## 71         Good    Typical      PConc        Good     Typical            No
## 72         Good    Typical      PConc   Excellent     Typical            No
## 73         Good    Typical      PConc        Good     Typical            No
## 74         Good    Typical      PConc        Good     Typical            Av
## 75         Good    Typical      PConc        Good     Typical            No
## 76      Typical    Typical     CBlock        Good     Typical            No
## 77         Good    Typical      PConc        Good     Typical            No
## 78      Typical    Typical     CBlock        Good     Typical            No
## 79      Typical    Typical     CBlock        Good     Typical            No
## 81      Typical    Typical      PConc        Good     Typical            No
## 82      Typical    Typical     CBlock        Good     Typical            No
## 83      Typical       Fair     BrkTil     Typical     Typical            No
## 84      Typical    Typical       Slab No_Basement No_Basement   No_Basement
## 85      Typical    Typical     CBlock     Typical     Typical            Av
## 86      Typical       Good     CBlock     Typical     Typical            No
## 87      Typical       Good     CBlock     Typical     Typical            No
## 88      Typical    Typical     CBlock     Typical     Typical            No
## 89      Typical       Good     CBlock     Typical     Typical            No
## 91         Good    Typical      PConc        Good     Typical            No
## 92         Good    Typical      PConc        Good     Typical            No
## 93         Good    Typical      PConc        Good     Typical            No
## 94         Good    Typical      PConc   Excellent     Typical            Av
## 95         Good    Typical      PConc        Good     Typical            No
## 96         Good    Typical      PConc        Good     Typical            Av
## 97         Good    Typical      PConc        Good     Typical            No
## 98         Good    Typical      PConc        Good     Typical            No
## 99         Good    Typical      PConc        Good     Typical            No
## 100   Excellent    Typical      PConc   Excellent     Typical            Av
## 101        Good    Typical      PConc        Good     Typical            No
## 102        Good    Typical      PConc        Good     Typical            No
## 103        Good    Typical      PConc        Good     Typical            No
## 104        Good    Typical      PConc        Good     Typical            No
## 106        Good    Typical      PConc        Good     Typical            No
## 109        Good    Typical     CBlock     Typical     Typical            No
## 110        Good    Typical      PConc        Good     Typical            No
## 111     Typical    Typical     CBlock     Typical     Typical            No
## 112     Typical    Typical      PConc        Good     Typical            Mn
## 113     Typical    Typical      PConc     Typical     Typical            Mn
## 114     Typical    Typical      PConc        Good     Typical            Mn
## 115     Typical    Typical     CBlock        Good     Typical            No
## 116     Typical    Typical     CBlock     Typical     Typical            No
## 117     Typical    Typical     CBlock     Typical     Typical            No
## 118     Typical    Typical     CBlock     Typical     Typical            No
## 119     Typical    Typical     CBlock     Typical     Typical            No
## 120     Typical    Typical     CBlock     Typical     Typical            No
## 121     Typical    Typical      PConc        Good     Typical            No
## 122     Typical    Typical     CBlock     Typical     Typical            No
## 123     Typical    Typical     CBlock     Typical     Typical            No
## 124     Typical    Typical      PConc     Typical     Typical            Av
## 125     Typical       Good      PConc     Typical     Typical            Gd
## 127     Typical    Typical     CBlock     Typical     Typical            Mn
## 128        Good    Typical     CBlock     Typical     Typical            No
## 129     Typical       Good     CBlock     Typical     Typical            No
## 130     Typical       Good     CBlock     Typical     Typical            Gd
## 132     Typical    Typical     CBlock     Typical     Typical            No
## 133     Typical    Typical     CBlock     Typical     Typical            Av
## 134     Typical    Typical      PConc     Typical     Typical            No
## 135     Typical    Typical     CBlock     Typical     Typical            Gd
## 136     Typical    Typical     CBlock     Typical     Typical            No
## 137     Typical    Typical     CBlock        Good     Typical            Gd
## 138        Good    Typical     CBlock     Typical     Typical            No
## 139     Typical    Typical     CBlock     Typical     Typical            No
## 140        Good    Typical      PConc        Good     Typical            No
## 141     Typical    Typical     CBlock     Typical     Typical            No
## 142     Typical    Typical     CBlock     Typical     Typical            No
## 143     Typical       Good     CBlock     Typical     Typical            No
## 144     Typical    Typical     CBlock     Typical     Typical            No
## 145     Typical    Typical     CBlock     Typical     Typical            No
## 146     Typical    Typical     CBlock     Typical     Typical            No
## 147     Typical    Typical     CBlock     Typical     Typical            No
## 148     Typical    Typical     CBlock     Typical     Typical            No
## 149     Typical    Typical     CBlock     Typical     Typical            No
## 150     Typical    Typical     CBlock     Typical     Typical            No
## 151     Typical       Good     CBlock     Typical     Typical            No
## 152     Typical    Typical     CBlock     Typical     Typical            Av
## 153     Typical       Good     CBlock     Typical     Typical            No
## 154     Typical    Typical     BrkTil     Typical     Typical            No
## 155     Typical    Typical       Slab No_Basement No_Basement   No_Basement
## 156     Typical    Typical     CBlock     Typical     Typical            No
## 157     Typical    Typical     CBlock     Typical     Typical            No
## 158     Typical    Typical     CBlock     Typical     Typical            No
## 159     Typical    Typical     CBlock     Typical     Typical            No
## 160     Typical       Good     CBlock     Typical     Typical            No
## 162     Typical    Typical     CBlock     Typical     Typical            No
## 163     Typical    Typical     CBlock     Typical     Typical            No
## 164     Typical       Fair     CBlock     Typical     Typical            No
## 165     Typical    Typical     CBlock     Typical     Typical            Mn
## 166     Typical    Typical     CBlock     Typical     Typical            No
## 167     Typical    Typical     CBlock     Typical     Typical            No
## 168     Typical    Typical     CBlock     Typical     Typical            Gd
## 169     Typical    Typical     CBlock     Typical     Typical            No
## 170     Typical    Typical      PConc     Typical     Typical            No
## 171     Typical    Typical     BrkTil     Typical        Fair            No
## 172     Typical    Typical      PConc     Typical     Typical            No
## 173     Typical    Typical     CBlock     Typical     Typical            No
## 174     Typical    Typical     CBlock     Typical     Typical            Mn
## 175        Good       Good     CBlock        Fair     Typical            No
## 176     Typical       Good     CBlock     Typical     Typical            No
## 177     Typical       Good     CBlock     Typical     Typical            No
## 178     Typical    Typical     BrkTil     Typical     Typical            No
## 179     Typical    Typical      PConc        Good     Typical            No
## 180     Typical       Good     BrkTil     Typical     Typical            No
## 181     Typical    Typical     BrkTil     Typical     Typical            No
## 183     Typical       Good     BrkTil     Typical     Typical            No
## 184        Good       Good     BrkTil     Typical     Typical            No
## 185     Typical       Good      PConc        Fair     Typical            No
## 186        Good       Good      Stone        Fair        Fair            No
## 188     Typical    Typical     CBlock     Typical     Typical            No
## 189     Typical    Typical     CBlock        Fair     Typical            No
## 190     Typical    Typical      PConc     Typical     Typical            No
## 191     Typical    Typical     CBlock        Fair     Typical            No
## 192     Typical       Good     CBlock     Typical     Typical            No
## 193     Typical    Typical     BrkTil        Good     Typical            No
## 194     Typical    Typical     BrkTil     Typical     Typical            No
## 195     Typical    Typical     BrkTil     Typical        Good            No
## 196     Typical       Good     CBlock     Typical     Typical            No
## 197     Typical    Typical     CBlock     Typical     Typical            No
## 198     Typical    Typical     CBlock     Typical     Typical            No
## 199     Typical    Typical     CBlock     Typical        Fair            No
## 200     Typical    Typical     BrkTil     Typical     Typical            No
## 201     Typical    Typical     BrkTil        Fair        Fair            No
## 202     Typical    Typical     BrkTil     Typical     Typical            No
## 203     Typical       Fair     CBlock     Typical     Typical            No
## 204        Good       Good      PConc     Typical     Typical            No
## 205     Typical       Good     BrkTil     Typical     Typical            No
## 208     Typical       Good     BrkTil        Good     Typical            No
## 209     Typical       Good     CBlock     Typical     Typical            Mn
## 210     Typical    Typical     CBlock        Good     Typical            No
## 212        Fair       Fair     BrkTil     Typical     Typical            No
## 213     Typical    Typical     CBlock        Fair     Typical            No
## 215     Typical       Good     BrkTil     Typical     Typical            Mn
## 216     Typical       Good     CBlock     Typical     Typical            No
## 217        Fair       Fair     CBlock     Typical     Typical            No
## 218     Typical    Typical     CBlock     Typical     Typical            No
## 219     Typical    Typical      PConc     Typical     Typical            Mn
## 220     Typical    Typical     CBlock        Good     Typical            No
## 221     Typical    Typical     CBlock     Typical     Typical            No
## 222     Typical       Good     CBlock     Typical     Typical            Mn
## 223     Typical    Typical     CBlock     Typical     Typical            Mn
## 224     Typical    Typical     CBlock     Typical     Typical            No
## 225     Typical    Typical     CBlock     Typical     Typical            No
## 226     Typical    Typical     CBlock        Good     Typical            Av
## 227     Typical       Good     CBlock     Typical        Good            No
## 228     Typical    Typical     CBlock     Typical     Typical            Mn
## 229        Good    Typical      PConc   Excellent     Typical            Gd
## 230        Good       Good     CBlock        Good     Typical            Gd
## 231     Typical    Typical     BrkTil        Fair     Typical            No
## 232     Typical    Typical     CBlock        Good     Typical            No
## 234     Typical    Typical      PConc        Good     Typical            Av
## 235     Typical    Typical     CBlock     Typical     Typical            Mn
## 236     Typical    Typical     BrkTil     Typical     Typical            No
## 237     Typical    Typical     CBlock     Typical     Typical            No
## 238     Typical    Typical     CBlock     Typical     Typical            Av
## 239     Typical    Typical     CBlock     Typical        Fair            No
## 240     Typical    Typical     CBlock     Typical     Typical            Av
## 241     Typical    Typical      PConc        Good     Typical            Mn
## 243     Typical       Fair     CBlock     Typical     Typical            Mn
## 244     Typical    Typical     CBlock No_Basement No_Basement   No_Basement
## 245        Good    Typical     CBlock        Good     Typical            No
## 246        Good    Typical     CBlock        Good     Typical            Gd
## 247        Good       Good      PConc        Good     Typical            No
## 248        Good    Typical      PConc        Good     Typical            No
## 249     Typical    Typical      PConc        Good     Typical            Av
## 250        Good    Typical      PConc        Good     Typical            Av
## 251        Good    Typical      PConc        Good     Typical            Av
## 252     Typical    Typical      PConc        Good     Typical            No
## 253        Good    Typical      PConc        Good     Typical            No
## 254     Typical    Typical      PConc        Good     Typical            Mn
## 255     Typical    Typical      PConc        Fair        Good            No
## 256     Typical    Typical     CBlock     Typical     Typical            Av
## 257     Typical       Good      PConc        Good        Fair            Av
## 258     Typical    Typical      PConc        Good     Typical            No
## 259     Typical    Typical      PConc        Good     Typical            No
## 260        Good       Good     CBlock        Good     Typical            No
## 261     Typical    Typical     CBlock        Good     Typical            No
## 262     Typical    Typical     CBlock     Typical        Good            Av
## 263     Typical    Typical     CBlock     Typical     Typical            Av
## 264        Good    Typical      PConc        Good     Typical            No
## 265        Good    Typical      PConc        Good     Typical            Av
## 266        Good    Typical      PConc        Good     Typical            No
## 267        Good    Typical      PConc        Good     Typical            No
## 268     Typical    Typical      PConc        Good     Typical            No
## 269        Good    Typical      PConc        Good     Typical            Av
## 270        Good    Typical      PConc        Good     Typical            Av
## 271        Good    Typical      PConc        Good     Typical            Av
## 272        Good    Typical      PConc        Good     Typical            Av
## 273        Good    Typical      PConc        Good     Typical            Av
## 274     Typical       Good     CBlock No_Basement No_Basement   No_Basement
## 277     Typical    Typical     CBlock        Good     Typical            Gd
## 278     Typical    Typical     CBlock     Typical     Typical            No
## 279     Typical    Typical     CBlock     Typical     Typical            Av
## 280     Typical    Typical     CBlock     Typical     Typical            Av
## 281     Typical    Typical     CBlock     Typical     Typical            No
## 282     Typical    Typical      PConc        Good     Typical            No
## 283     Typical    Typical     CBlock     Typical        Fair            No
## 285     Typical    Typical     CBlock     Typical     Typical            Av
## 286     Typical    Typical     BrkTil     Typical     Typical            Mn
## 287     Typical    Typical      PConc        Good     Typical            No
## 288     Typical       Fair     BrkTil     Typical        Fair            No
## 289     Typical    Typical     BrkTil     Typical     Typical            No
## 290     Typical    Typical     CBlock     Typical     Typical            No
## 293     Typical    Typical      PConc     Typical     Typical            No
## 294        Good       Good     BrkTil        Good     Typical            No
## 295     Typical       Good     CBlock     Typical     Typical            No
## 296   Excellent       Good      Stone     Typical        Good            No
## 297        Good       Good      PConc        Good     Typical            Av
## 298     Typical    Typical      PConc        Good     Typical            No
## 299        Good    Typical     CBlock        Good     Typical            Gd
## 300        Good    Typical     CBlock        Good     Typical            Av
## 301     Typical    Typical     CBlock     Typical     Typical            No
## 302     Typical       Good     BrkTil     Typical     Typical            No
## 304     Typical    Typical     BrkTil     Typical     Typical            Mn
## 305     Typical       Good     CBlock     Typical     Typical            No
## 306     Typical    Typical      Stone     Typical     Typical            Mn
## 307        Fair    Typical     CBlock     Typical     Typical            Av
## 308        Fair       Fair     CBlock     Typical     Typical            No
## 309        Good    Typical      PConc   Excellent     Typical            Gd
## 310        Good    Typical      PConc        Good     Typical            No
## 311     Typical    Typical     CBlock     Typical     Typical            No
## 312        Good    Typical      PConc   Excellent     Typical            No
## 313     Typical    Typical     CBlock     Typical     Typical            Av
## 314     Typical    Typical     CBlock     Typical     Typical            No
## 315     Typical    Typical     CBlock     Typical     Typical            Av
## 316        Good    Typical      PConc        Good     Typical            No
## 317        Good    Typical      PConc        Good     Typical            No
## 318     Typical    Typical      PConc        Good     Typical            No
## 319        Good    Typical      PConc   Excellent     Typical            No
## 320        Good    Typical      PConc        Good     Typical            No
## 321        Good    Typical      PConc        Good     Typical            No
## 322   Excellent    Typical      PConc   Excellent     Typical            Gd
## 323     Typical    Typical     CBlock     Typical     Typical            No
## 324     Typical    Typical      PConc   Excellent     Typical            Av
## 325     Typical    Typical     CBlock     Typical     Typical            Av
## 326     Typical    Typical      PConc        Good     Typical            No
## 327     Typical    Typical     CBlock     Typical     Typical            No
## 328     Typical    Typical     CBlock        Good     Typical            Gd
## 329     Typical    Typical     CBlock        Good     Typical            No
## 330     Typical    Typical     CBlock     Typical     Typical            No
## 331     Typical    Typical     CBlock        Good     Typical            Av
## 332     Typical    Typical     CBlock     Typical     Typical            No
## 333     Typical    Typical     CBlock     Typical     Typical            No
## 334     Typical       Good     CBlock     Typical     Typical            No
## 335     Typical    Typical     CBlock     Typical     Typical            No
## 336     Typical    Typical     CBlock        Good     Typical            Mn
## 338     Typical    Typical      PConc        Good     Typical            No
## 339     Typical    Typical     CBlock     Typical     Typical            Av
## 340        Good       Good      PConc        Good        Good            Gd
## 341        Good       Good      PConc        Good     Typical            Mn
## 342     Typical    Typical     CBlock        Fair        Fair            No
## 343     Typical    Typical     CBlock     Typical     Typical            No
## 344        Good    Typical     CBlock        Good     Typical            Gd
## 345     Typical    Typical      PConc        Good     Typical            No
## 346        Good    Typical      PConc        Good     Typical            Gd
## 347     Typical    Typical      PConc        Good     Typical            No
## 348   Excellent    Typical      PConc   Excellent     Typical            Gd
## 349     Typical    Typical      PConc        Good     Typical            No
## 350        Good    Typical      PConc   Excellent     Typical            Av
## 351        Good    Typical      PConc        Good     Typical            No
## 352     Typical    Typical      PConc        Good     Typical            Av
## 353        Good    Typical      PConc        Good     Typical            No
## 354        Good    Typical      PConc        Good     Typical            No
## 355     Typical    Typical      PConc        Good     Typical            No
## 356        Good    Typical      PConc        Good     Typical            No
## 357        Good    Typical      PConc        Good     Typical            No
## 358   Excellent       Good      PConc        Good        Good            No
## 359     Typical    Typical      PConc        Good     Typical            No
## 360     Typical    Typical      PConc        Good     Typical            No
## 361     Typical    Typical      PConc        Good     Typical            No
## 362     Typical    Typical      PConc        Good     Typical            No
## 363     Typical    Typical      PConc        Good     Typical            No
## 364        Good    Typical      PConc        Good     Typical            No
## 365     Typical    Typical      PConc        Good     Typical            No
## 366        Good    Typical     CBlock        Good     Typical            Av
## 367   Excellent    Typical      PConc   Excellent     Typical            No
## 368        Good    Typical      PConc   Excellent     Typical            Mn
## 369        Good    Typical      PConc   Excellent     Typical            Av
## 370     Typical    Typical      PConc        Good     Typical            No
## 371        Good    Typical     CBlock        Good     Typical            No
## 372     Typical       Good     CBlock        Good        Fair            No
## 373     Typical       Good     CBlock     Typical     Typical            No
## 374        Good    Typical     CBlock        Good     Typical            No
## 376     Typical    Typical      PConc     Typical     Typical            No
## 377     Typical    Typical     CBlock        Good     Typical            No
## 378     Typical    Typical     CBlock        Good     Typical            Av
## 379     Typical    Typical      PConc     Typical     Typical            No
## 381     Typical    Typical     CBlock        Good     Typical            No
## 382     Typical    Typical     CBlock        Good     Typical            No
## 383     Typical       Good     CBlock     Typical     Typical            No
## 384        Good    Typical      PConc        Good     Typical            Mn
## 385        Good    Typical      PConc        Good     Typical            No
## 387        Good    Typical      PConc        Good     Typical            No
## 388     Typical    Typical     CBlock        Good     Typical            Av
## 389     Typical    Typical     CBlock     Typical     Typical            No
## 390     Typical    Typical     CBlock     Typical     Typical            No
## 391     Typical    Typical     CBlock        Good     Typical            No
## 392     Typical    Typical     CBlock     Typical     Typical            No
## 393     Typical    Typical     CBlock        Good     Typical            No
## 394     Typical    Typical     CBlock     Typical     Typical            No
## 395     Typical    Typical     CBlock     Typical     Typical            No
## 396     Typical    Typical     CBlock     Typical     Typical            No
## 397     Typical    Typical     CBlock        Good     Typical            No
## 398     Typical    Typical     CBlock     Typical     Typical            No
## 399     Typical    Typical     CBlock     Typical     Typical            No
## 400     Typical       Good     CBlock     Typical     Typical            No
## 401     Typical    Typical     CBlock     Typical     Typical            No
## 402     Typical       Good     CBlock     Typical     Typical            No
## 403     Typical    Typical     CBlock     Typical     Typical            No
## 404     Typical    Typical     CBlock     Typical     Typical            No
## 405     Typical    Typical     CBlock     Typical     Typical            No
## 406     Typical    Typical     CBlock     Typical     Typical            No
## 407     Typical    Typical     CBlock     Typical     Typical            No
## 408     Typical    Typical     CBlock     Typical     Typical            No
## 409     Typical    Typical     CBlock        Good     Typical            No
## 410     Typical    Typical     CBlock        Good     Typical            No
## 411     Typical    Typical     CBlock        Good     Typical            No
## 412     Typical    Typical     CBlock        Good     Typical            No
## 413     Typical    Typical     CBlock     Typical     Typical            No
## 414     Typical    Typical     CBlock        Good     Typical            No
## 415     Typical    Typical     CBlock        Good     Typical            No
## 416     Typical    Typical     CBlock     Typical     Typical            No
## 417        Good    Typical     CBlock        Good     Typical            No
## 418     Typical    Typical     CBlock     Typical     Typical            No
## 419     Typical    Typical     CBlock     Typical     Typical            No
## 420        Good    Typical      PConc     Typical     Typical            No
## 421   Excellent    Typical      PConc   Excellent     Typical            Gd
## 422   Excellent    Typical      PConc   Excellent     Typical            No
## 423   Excellent    Typical      PConc   Excellent     Typical            No
## 424   Excellent    Typical      PConc   Excellent     Typical            Gd
## 425        Good    Typical      PConc   Excellent     Typical            No
## 426        Good    Typical      PConc        Good     Typical            No
## 427   Excellent    Typical      PConc   Excellent     Typical            No
## 428        Good    Typical      PConc   Excellent     Typical            No
## 429   Excellent    Typical      PConc   Excellent     Typical            Av
## 430   Excellent    Typical      PConc   Excellent     Typical            Av
## 431   Excellent    Typical     CBlock   Excellent     Typical            No
## 434   Excellent    Typical      PConc   Excellent     Typical            Gd
## 435   Excellent    Typical      PConc   Excellent     Typical            No
## 436        Good    Typical      PConc   Excellent     Typical            Gd
## 437        Good    Typical      PConc   Excellent     Typical            Av
## 438        Good    Typical      PConc   Excellent     Typical            Av
## 440        Good    Typical      PConc   Excellent     Typical            Av
## 441        Good    Typical      PConc   Excellent        Good            Av
## 442   Excellent    Typical      PConc   Excellent     Typical            No
## 443        Good    Typical      PConc   Excellent     Typical            No
## 444        Good    Typical      PConc   Excellent     Typical            Mn
## 445        Good    Typical      PConc        Good     Typical            No
## 446        Good    Typical      PConc        Good     Typical            No
## 447        Good    Typical      PConc        Good     Typical            No
## 448   Excellent    Typical      PConc   Excellent     Typical            Gd
## 449        Good    Typical      PConc   Excellent     Typical            No
## 450        Good    Typical      PConc        Good     Typical            No
## 451        Good    Typical      PConc        Good     Typical            No
## 452        Good    Typical      PConc        Good     Typical            Av
## 453        Good    Typical      PConc        Good     Typical            Av
## 454        Good    Typical      PConc        Good     Typical            Av
## 455        Good    Typical      PConc        Good     Typical            No
## 456        Good    Typical      PConc        Good     Typical            No
## 457   Excellent    Typical      PConc   Excellent     Typical            Gd
## 458        Good    Typical      PConc   Excellent     Typical            Gd
## 459   Excellent    Typical      PConc   Excellent     Typical            No
## 460   Excellent    Typical      PConc   Excellent     Typical            No
## 461        Good    Typical      PConc   Excellent     Typical            Gd
## 462        Good    Typical      PConc        Good     Typical            No
## 463        Good    Typical      PConc        Good     Typical            No
## 464        Good    Typical      PConc        Good     Typical            No
## 465        Good    Typical      PConc        Good        Good            No
## 466        Good    Typical      PConc        Good     Typical            Av
## 467        Good    Typical      PConc        Good     Typical            No
## 468        Good    Typical      PConc        Good     Typical            Av
## 469        Good    Typical      PConc        Good     Typical            No
## 470        Good    Typical      PConc        Good     Typical            No
## 471        Good    Typical      PConc        Good     Typical            Av
## 472        Good    Typical      PConc        Good     Typical            No
## 473        Good    Typical      PConc        Good     Typical            Av
## 474        Good    Typical      PConc        Good     Typical            No
## 475        Good    Typical      PConc        Good     Typical            No
## 477        Good    Typical      PConc        Good     Typical            Mn
## 478        Good    Typical      PConc        Good     Typical            No
## 479        Good    Typical      PConc        Good     Typical            No
## 480        Good    Typical      PConc        Good     Typical            Mn
## 481        Good    Typical      PConc        Good     Typical            No
## 482        Good    Typical      PConc        Good     Typical            No
## 484        Good    Typical      PConc        Good     Typical            No
## 485        Good    Typical      PConc   Excellent     Typical            No
## 486        Good    Typical      PConc        Good     Typical            No
## 487        Good    Typical      PConc        Good     Typical            Mn
## 488     Typical    Typical      PConc        Good     Typical            No
## 489     Typical    Typical      PConc        Good     Typical            No
## 490     Typical    Typical      PConc        Good     Typical            No
## 492     Typical    Typical      PConc        Good     Typical            No
## 494     Typical    Typical      PConc     Typical     Typical            No
## 495        Good    Typical      PConc        Good     Typical            Mn
## 496        Good    Typical      PConc        Good     Typical            No
## 497        Good    Typical      PConc        Good     Typical            Mn
## 498        Good    Typical      PConc        Good     Typical            Mn
## 499        Good    Typical      PConc        Good     Typical            No
## 500        Good    Typical      PConc        Good     Typical            No
## 501        Good    Typical      PConc        Good     Typical            Av
## 502        Good    Typical      PConc        Good     Typical            Gd
## 503        Good    Typical      PConc        Good     Typical            No
## 504        Good    Typical      PConc        Good     Typical            No
## 505        Good    Typical      PConc        Good        Good            No
## 506        Good    Typical      PConc        Good     Typical            No
## 507        Good    Typical      PConc        Good     Typical            No
## 508        Good    Typical      PConc        Good     Typical            Mn
## 509        Good    Typical      PConc        Good     Typical            No
## 510        Good    Typical      PConc        Good     Typical            No
## 511        Good    Typical      PConc        Good     Typical            Av
## 512        Good    Typical      PConc   Excellent     Typical            Av
## 513        Good    Typical      PConc        Good     Typical            Mn
## 515     Typical    Typical      PConc        Good     Typical            No
## 516        Good    Typical      PConc        Good     Typical            No
## 517        Good    Typical      PConc        Good     Typical            No
## 518        Good    Typical      PConc   Excellent     Typical            No
## 519        Good    Typical      PConc        Good     Typical            Mn
## 520        Good    Typical      PConc        Good     Typical            No
## 521        Good    Typical      PConc        Good     Typical            Av
## 522   Excellent    Typical      PConc   Excellent     Typical            Mn
## 523        Good    Typical      PConc        Good     Typical            No
## 524   Excellent    Typical      PConc   Excellent     Typical            Av
## 525        Good    Typical      PConc   Excellent        Good            No
## 526        Good    Typical      PConc        Good     Typical            Mn
## 527        Good    Typical      PConc        Good     Typical            No
## 528        Good    Typical      PConc        Good     Typical            No
## 529        Good    Typical      PConc        Good     Typical            No
## 530        Good    Typical      PConc        Good     Typical            No
## 531        Good    Typical      PConc        Good     Typical            No
## 532        Good    Typical      PConc        Good     Typical            No
## 533        Good    Typical      PConc        Good     Typical            No
## 534        Good    Typical      PConc        Good     Typical            No
## 535        Good    Typical      PConc        Good        Good            No
## 536     Typical    Typical      PConc        Good     Typical            No
## 537        Good    Typical      PConc        Good     Typical            Gd
## 538        Good    Typical      PConc        Good     Typical            Gd
## 539        Good    Typical      PConc        Good     Typical            No
## 540        Good    Typical      PConc        Good     Typical            No
## 541     Typical    Typical      PConc        Good     Typical            No
## 542     Typical    Typical      PConc        Good     Typical            No
## 543        Good    Typical      PConc        Good     Typical            No
## 544        Good    Typical      PConc        Good     Typical            No
## 545        Good    Typical      PConc        Good        Good            No
## 546        Good    Typical      PConc        Good     Typical            No
## 547        Good       Good      PConc        Good        Good            No
## 548     Typical    Typical     CBlock        Good     Typical            No
## 549        Good    Typical      PConc        Good     Typical            No
## 550        Good    Typical      PConc        Good     Typical            No
## 551     Typical       Good     CBlock        Good     Typical            No
## 552     Typical    Typical       Slab No_Basement No_Basement   No_Basement
## 553        Fair       Fair     CBlock     Typical        Fair            No
## 554     Typical    Typical     BrkTil        Fair        Fair            No
## 555     Typical    Typical     CBlock     Typical     Typical            No
## 556     Typical    Typical     CBlock     Typical     Typical            No
## 557     Typical    Typical     CBlock     Typical     Typical            No
## 558     Typical    Typical     CBlock     Typical     Typical            No
## 560        Good       Good     CBlock     Typical     Typical            No
## 561     Typical    Typical     CBlock     Typical     Typical            No
## 562     Typical    Typical     CBlock     Typical     Typical            No
## 563     Typical    Typical     CBlock     Typical     Typical            No
## 564        Good       Good     CBlock        Good        Good            Gd
## 565        Good       Good      PConc        Good     Typical            No
## 566        Good    Typical      PConc        Good     Typical            No
## 567        Good    Typical      PConc        Good     Typical            Av
## 568        Good    Typical      PConc        Good     Typical            Av
## 569        Good    Typical      PConc        Good     Typical            No
## 570        Good    Typical      PConc        Good     Typical            No
## 571     Typical    Typical      PConc        Good     Typical            No
## 572        Good    Typical      PConc        Good     Typical            No
## 573        Good    Typical      PConc        Good     Typical            No
## 574        Good    Typical      PConc        Good     Typical            No
## 575   Excellent  Excellent     CBlock        Good        Good            Gd
## 577        Good    Typical     CBlock        Good     Typical            Mn
## 578        Good       Good     CBlock     Typical     Typical            No
## 579     Typical    Typical     CBlock     Typical     Typical            No
## 580     Typical    Typical     CBlock     Typical     Typical            No
## 581     Typical    Typical     CBlock     Typical     Typical            No
## 582     Typical    Typical     CBlock     Typical     Typical            No
## 583     Typical    Typical     CBlock        Good     Typical            Mn
## 584     Typical    Typical     CBlock     Typical     Typical            Mn
## 585     Typical    Typical     CBlock     Typical        Good            No
## 586     Typical    Typical      PConc     Typical     Typical            No
## 587     Typical    Typical     CBlock        Good     Typical            Av
## 588     Typical    Typical     CBlock        Good     Typical            Mn
## 589     Typical    Typical     CBlock     Typical     Typical            Av
## 590     Typical       Good      PConc        Good     Typical            No
## 591     Typical    Typical     CBlock        Good     Typical            No
## 592        Good    Typical      PConc   Excellent     Typical            No
## 593        Good    Typical      PConc        Good     Typical            No
## 594     Typical    Typical      PConc     Typical     Typical            No
## 595     Typical    Typical     CBlock     Typical     Typical            No
## 596     Typical    Typical     CBlock     Typical     Typical            No
## 597     Typical    Typical     CBlock     Typical     Typical            No
## 598     Typical    Typical     CBlock        Good     Typical            Av
## 599     Typical    Typical     CBlock     Typical     Typical            No
## 600     Typical    Typical     CBlock     Typical     Typical            No
## 601     Typical    Typical     CBlock     Typical     Typical            No
## 603     Typical    Typical     CBlock     Typical     Typical            No
## 604     Typical       Good     CBlock     Typical     Typical            No
## 605     Typical    Typical     CBlock     Typical     Typical            No
## 606     Typical    Typical     CBlock     Typical     Typical            No
## 607     Typical    Typical     CBlock     Typical     Typical            No
## 608     Typical       Good     CBlock     Typical     Typical            No
## 609     Typical    Typical     CBlock     Typical     Typical            Mn
## 610     Typical       Good     CBlock     Typical     Typical            No
## 611     Typical       Good     CBlock     Typical     Typical            Gd
## 612     Typical    Typical     CBlock     Typical     Typical            No
## 613     Typical    Typical     CBlock     Typical     Typical            Gd
## 614     Typical    Typical     CBlock     Typical     Typical            No
## 615        Fair    Typical     CBlock     Typical     Typical            No
## 616     Typical    Typical     CBlock     Typical     Typical            No
## 617     Typical    Typical     CBlock     Typical     Typical            No
## 619     Typical    Typical     CBlock     Typical     Typical            No
## 620     Typical    Typical     CBlock     Typical     Typical            No
## 621     Typical       Good     CBlock     Typical     Typical            No
## 622        Good    Typical     CBlock     Typical     Typical            No
## 623     Typical    Typical     CBlock     Typical     Typical            No
## 624     Typical    Typical     CBlock     Typical     Typical            No
## 625     Typical    Typical     CBlock        Good     Typical            No
## 626     Typical       Good     CBlock     Typical     Typical            No
## 627     Typical    Typical     CBlock     Typical     Typical            No
## 628     Typical       Good     CBlock        Good     Typical            No
## 630     Typical       Good     BrkTil     Typical        Fair            No
## 631        Good    Typical     CBlock     Typical     Typical            No
## 632     Typical    Typical     CBlock     Typical     Typical            No
## 633     Typical    Typical     CBlock     Typical     Typical            No
## 634        Good    Typical     CBlock     Typical     Typical            No
## 635     Typical    Typical     CBlock     Typical     Typical            No
## 636     Typical    Typical     CBlock     Typical        Fair            No
## 637     Typical    Typical     CBlock     Typical     Typical            No
## 638     Typical    Typical     CBlock     Typical     Typical            No
## 639     Typical    Typical     CBlock     Typical     Typical            No
## 640     Typical    Typical     CBlock     Typical     Typical            Gd
## 641     Typical    Typical     CBlock     Typical     Typical            No
## 642     Typical    Typical      PConc     Typical     Typical            No
## 643     Typical    Typical     CBlock     Typical     Typical            No
## 644     Typical    Typical      PConc     Typical     Typical            No
## 645     Typical    Typical     CBlock     Typical     Typical            No
## 646     Typical    Typical     CBlock     Typical     Typical            No
## 647        Good    Typical     CBlock     Typical     Typical            No
## 648     Typical       Good     CBlock     Typical     Typical            No
## 649        Good    Typical     CBlock     Typical     Typical            No
## 650     Typical    Typical       Slab No_Basement No_Basement   No_Basement
## 652     Typical    Typical     CBlock     Typical     Typical            Mn
## 653     Typical    Typical     CBlock     Typical     Typical            No
## 654     Typical       Good     CBlock     Typical     Typical            No
## 655     Typical    Typical     CBlock     Typical     Typical            No
## 656     Typical    Typical     CBlock        Fair     Typical            No
## 657     Typical       Good     BrkTil     Typical     Typical            No
## 658        Good       Good     BrkTil        Fair     Typical            No
## 659        Good    Typical     BrkTil     Typical     Typical            No
## 660     Typical    Typical     BrkTil     Typical     Typical            No
## 661     Typical    Typical     BrkTil     Typical     Typical            No
## 662        Good       Good      PConc     Typical     Typical            No
## 663        Fair    Typical      PConc        Fair     Typical            No
## 665     Typical    Typical     BrkTil     Typical     Typical            No
## 666     Typical    Typical     BrkTil     Typical     Typical            No
## 667     Typical    Typical     CBlock     Typical     Typical            No
## 668     Typical    Typical     CBlock     Typical     Typical            No
## 669        Fair    Typical     CBlock     Typical        Fair            No
## 670     Typical    Typical     CBlock     Typical     Typical            No
## 671        Good       Good     CBlock     Typical     Typical            Mn
## 672     Typical    Typical     CBlock     Typical     Typical            No
## 673     Typical       Good     CBlock     Typical     Typical            Mn
## 674     Typical    Typical     CBlock     Typical     Typical            No
## 675     Typical    Typical     CBlock        Good     Typical            Gd
## 678     Typical    Typical     CBlock     Typical     Typical            Av
## 680     Typical    Typical     CBlock     Typical     Typical            No
## 681     Typical    Typical     CBlock     Typical     Typical            No
## 682     Typical    Typical     CBlock     Typical     Typical            No
## 683     Typical       Good     CBlock     Typical        Good            No
## 684     Typical    Typical     CBlock        Good     Typical            Av
## 685     Typical    Typical     CBlock     Typical     Typical            No
## 686     Typical    Typical     CBlock     Typical     Typical            No
## 687     Typical    Typical     CBlock     Typical     Typical            No
## 688     Typical    Typical     CBlock     Typical     Typical            No
## 689     Typical       Good     CBlock        Good     Typical            Av
## 690     Typical    Typical     CBlock     Typical     Typical            No
## 691     Typical    Typical     CBlock     Typical     Typical            No
## 692     Typical    Typical     CBlock     Typical     Typical            No
## 693     Typical    Typical      PConc     Typical     Typical            No
## 694     Typical    Typical      PConc     Typical     Typical            No
## 695     Typical    Typical     CBlock     Typical     Typical            Mn
## 696     Typical    Typical     CBlock     Typical     Typical            No
## 697     Typical       Good     CBlock     Typical     Typical            No
## 698        Good    Typical     CBlock     Typical     Typical            No
## 699     Typical    Typical     BrkTil     Typical     Typical            No
## 700     Typical    Typical      Stone     Typical     Typical            No
## 702     Typical    Typical     CBlock     Typical     Typical            No
## 703     Typical       Good     CBlock     Typical     Typical            No
## 704     Typical    Typical     BrkTil        Fair     Typical            No
## 705        Fair    Typical     CBlock        Fair     Typical            No
## 706     Typical  Excellent     CBlock     Typical     Typical            No
## 707     Typical    Typical     CBlock     Typical     Typical            No
## 709     Typical       Good     BrkTil No_Basement No_Basement   No_Basement
## 711     Typical    Typical     BrkTil        Fair     Typical            No
## 712        Good    Typical      PConc        Fair     Typical            No
## 713     Typical    Typical     BrkTil     Typical     Typical            No
## 714        Good       Good     BrkTil        Fair     Typical            No
## 715     Typical    Typical     CBlock     Typical     Typical            No
## 717        Good    Typical      Stone     Typical        Fair            No
## 718     Typical    Typical     BrkTil        Fair        Good            Mn
## 719     Typical    Typical     BrkTil     Typical     Typical            No
## 720        Good       Good     BrkTil     Typical     Typical            No
## 721     Typical    Typical     BrkTil     Typical     Typical            No
## 722     Typical       Good      PConc     Typical     Typical            No
## 724     Typical    Typical     BrkTil     Typical     Typical            No
## 726     Typical    Typical      PConc     Typical     Typical            No
## 727     Typical    Typical     CBlock     Typical     Typical            No
## 728     Typical       Fair     CBlock        Fair     Typical            No
## 729     Typical    Typical     CBlock     Typical     Typical            Gd
## 730     Typical    Typical     BrkTil     Typical     Typical            No
## 731        Good       Good     BrkTil     Typical     Typical            No
## 732     Typical    Typical     CBlock     Typical     Typical            No
## 734     Typical    Typical     BrkTil     Typical     Typical            No
## 735        Good    Typical     BrkTil     Typical     Typical            No
## 736     Typical    Typical     BrkTil     Typical     Typical            No
## 737     Typical       Fair     CBlock     Typical     Typical            No
## 738     Typical    Typical     BrkTil     Typical     Typical            No
## 739        Good    Typical      PConc     Typical     Typical            No
## 740     Typical    Typical      PConc     Typical     Typical            Mn
## 741     Typical       Fair     BrkTil     Typical     Typical            No
## 742     Typical    Typical     BrkTil     Typical     Typical            No
## 744     Typical    Typical     BrkTil     Typical     Typical            No
## 745     Typical    Typical     BrkTil     Typical     Typical            No
## 746     Typical    Typical     BrkTil     Typical        Fair            No
## 747     Typical       Fair     BrkTil     Typical     Typical            No
## 748     Typical    Typical     BrkTil     Typical     Typical            No
## 749     Typical       Good     BrkTil        Good     Typical            No
## 750     Typical    Typical      PConc     Typical     Typical            No
## 751        Good    Typical      PConc     Typical     Typical            No
## 752     Typical       Good     BrkTil     Typical     Typical            No
## 755     Typical    Typical     CBlock     Typical        Fair            No
## 756     Typical    Typical     CBlock     Typical     Typical            No
## 757     Typical    Typical     BrkTil     Typical     Typical            No
## 758     Typical       Fair     BrkTil     Typical        Fair            No
## 759     Typical       Fair     BrkTil     Typical     Typical            No
## 760     Typical       Good      PConc        Good        Fair            Av
## 761     Typical       Good     CBlock     Typical     Typical            No
## 762     Typical       Good     CBlock        Fair     Typical            No
## 763     Typical    Typical     CBlock        Good        Good            Gd
## 764     Typical       Good     CBlock        Good        Good            Gd
## 765     Typical    Typical      PConc        Good        Good            Gd
## 767     Typical       Good     BrkTil     Typical     Typical            No
## 769     Typical    Typical     CBlock        Good     Typical            Av
## 770     Typical    Typical      PConc     Typical     Typical            No
## 771     Typical    Typical     CBlock     Typical     Typical            No
## 772     Typical    Typical     CBlock     Typical     Typical            No
## 773     Typical    Typical      PConc     Typical     Typical            No
## 774     Typical    Typical     CBlock        Good     Typical            Gd
## 775     Typical    Typical     CBlock        Good     Typical            Av
## 776     Typical    Typical     CBlock     Typical     Typical            Av
## 777     Typical    Typical     CBlock     Typical     Typical            No
## 778     Typical    Typical     CBlock     Typical        Good            No
## 779     Typical    Typical     CBlock     Typical     Typical            Av
## 780     Typical    Typical     CBlock     Typical     Typical            Mn
## 782     Typical    Typical     CBlock     Typical     Typical            Av
## 783     Typical    Typical     CBlock     Typical     Typical            Gd
## 784     Typical    Typical     CBlock     Typical     Typical            No
## 785     Typical    Typical     CBlock     Typical     Typical            No
## 786        Good    Typical     CBlock     Typical     Typical            No
## 787     Typical    Typical       Slab No_Basement No_Basement   No_Basement
## 788     Typical    Typical     CBlock No_Basement No_Basement   No_Basement
## 789     Typical    Typical     CBlock     Typical     Typical            No
## 790     Typical    Typical     CBlock     Typical     Typical            No
## 792     Typical    Typical     CBlock     Typical     Typical            No
## 793     Typical    Typical     CBlock     Typical     Typical            No
## 794     Typical    Typical     CBlock        Good     Typical            No
## 795     Typical       Good       Slab No_Basement No_Basement   No_Basement
## 796        Good    Typical     CBlock        Good     Typical            Mn
## 797     Typical    Typical     CBlock     Typical     Typical            No
## 798     Typical    Typical     BrkTil     Typical     Typical            Mn
## 800        Good    Typical      PConc        Good     Typical            No
## 801        Good    Typical     CBlock        Good     Typical            Av
## 802        Good    Typical     CBlock        Good     Typical            Gd
## 803        Good    Typical     CBlock        Good     Typical            Mn
## 804        Good    Typical      PConc        Good     Typical            No
## 805        Good       Good      PConc        Good        Good            No
## 806        Good    Typical      PConc        Good     Typical            No
## 807        Good    Typical      PConc No_Basement No_Basement   No_Basement
## 808     Typical       Fair       Slab No_Basement No_Basement   No_Basement
## 809     Typical    Typical     CBlock        Good     Typical            Av
## 810     Typical    Typical       Slab No_Basement No_Basement   No_Basement
## 811     Typical    Typical       Slab No_Basement No_Basement   No_Basement
## 812     Typical    Typical       Slab No_Basement No_Basement   No_Basement
## 813     Typical    Typical       Slab No_Basement No_Basement   No_Basement
## 814     Typical    Typical     CBlock        Good     Typical            Av
## 815     Typical    Typical       Slab No_Basement No_Basement   No_Basement
## 816     Typical    Typical      PConc   Excellent     Typical            No
## 817     Typical    Typical      PConc   Excellent     Typical            No
## 818     Typical    Typical      PConc   Excellent     Typical            No
## 819   Excellent    Typical      PConc   Excellent     Typical            Gd
## 820        Good    Typical      PConc   Excellent     Typical            Gd
## 821        Good    Typical      PConc   Excellent     Typical            Gd
## 822   Excellent    Typical      PConc   Excellent     Typical            Gd
## 823        Good    Typical      PConc        Good     Typical            Av
## 824        Good    Typical      PConc        Good     Typical            Av
## 825        Good    Typical      PConc   Excellent     Typical            Av
## 826        Good    Typical      PConc   Excellent     Typical            No
## 827        Good    Typical      PConc        Good     Typical            No
## 828        Good    Typical      PConc        Good     Typical            Av
## 829        Good    Typical      PConc        Good     Typical            Av
## 830        Good    Typical      PConc        Good     Typical            Av
## 831        Good    Typical      PConc   Excellent     Typical            Gd
## 832        Good    Typical      PConc        Good     Typical            Av
## 833        Good    Typical      PConc        Good     Typical            Gd
## 834        Good    Typical      PConc        Good     Typical            Av
## 835     Typical    Typical      PConc     Typical        Good            Gd
## 836     Typical       Good      PConc        Good     Typical            No
## 837     Typical       Good      PConc     Typical     Typical            No
## 838     Typical    Typical      PConc        Good     Typical            No
## 840     Typical    Typical      PConc        Good     Typical            Mn
## 841     Typical    Typical      PConc        Good     Typical            No
## 842     Typical       Good      PConc        Good        Good            No
## 843     Typical    Typical      PConc        Good     Typical            Av
## 844        Good    Typical      PConc        Good     Typical            Gd
## 845        Good    Typical      PConc        Good     Typical            Av
## 846     Typical    Typical      PConc        Good     Typical            No
## 847        Good    Typical      PConc        Good     Typical            No
## 848        Good    Typical      PConc        Good     Typical            No
## 849        Good    Typical      PConc        Good     Typical            No
## 850        Good    Typical      PConc        Good     Typical            No
## 851        Good    Typical      PConc        Good     Typical            No
## 852        Good    Typical      PConc        Good     Typical            Mn
## 853     Typical    Typical     CBlock        Good     Typical            No
## 854     Typical    Typical     BrkTil        Good     Typical            Av
## 855     Typical    Typical     CBlock     Typical     Typical            No
## 856     Typical    Typical     CBlock        Good     Typical            Mn
## 857        Good       Good     CBlock     Typical     Typical            No
## 858     Typical    Typical     CBlock        Good        Good            Av
## 859     Typical    Typical     CBlock     Typical     Typical            Av
## 860     Typical    Typical     CBlock     Typical     Typical            Av
## 861     Typical       Good     CBlock        Good     Typical            Av
## 862     Typical    Typical     CBlock        Good     Typical            Av
## 863        Good    Typical      PConc        Good     Typical            Av
## 864        Good    Typical      PConc        Good     Typical            Av
## 865        Good    Typical      PConc        Good     Typical            Av
## 866        Good    Typical      PConc        Good     Typical            Av
## 867        Good    Typical      PConc   Excellent     Typical            Mn
## 868        Good    Typical      PConc        Good     Typical            No
## 869        Good    Typical      PConc        Good     Typical            No
## 870        Good    Typical      PConc        Good     Typical            Gd
## 871        Good    Typical      PConc        Good     Typical            Gd
## 872        Good    Typical      PConc   Excellent     Typical            Gd
## 873        Good    Typical      PConc        Good     Typical            Av
## 874     Typical    Typical      PConc        Good     Typical            No
## 875        Good    Typical      PConc        Good     Typical            No
## 876        Good    Typical      PConc        Good     Typical            No
## 877        Good    Typical      PConc        Good     Typical            No
## 878        Good    Typical      PConc        Good     Typical            Av
## 879        Good    Typical      PConc        Good     Typical            Av
## 880        Good    Typical      PConc        Good     Typical            Av
## 881        Good    Typical      PConc        Good     Typical            No
## 882        Good    Typical      PConc        Good     Typical            Av
## 883        Good    Typical      PConc        Good     Typical            No
## 884        Good    Typical      PConc        Good     Typical            No
## 885     Typical    Typical     CBlock No_Basement No_Basement   No_Basement
## 886     Typical       Good      PConc     Typical     Typical            No
## 887     Typical    Typical     CBlock     Typical     Typical            Mn
## 888        Good    Typical       Slab No_Basement No_Basement   No_Basement
## 889     Typical    Typical     CBlock     Typical     Typical            No
## 890     Typical    Typical     CBlock     Typical     Typical            No
## 891     Typical    Typical     CBlock     Typical     Typical            Av
## 892   Excellent    Typical      PConc   Excellent     Typical            No
## 894     Typical  Excellent     CBlock     Typical     Typical            No
## 895     Typical    Typical     CBlock     Typical     Typical            No
## 896     Typical    Typical     CBlock        Fair     Typical            Mn
## 898     Typical    Typical      PConc        Fair     Typical            No
## 900     Typical    Typical     CBlock     Typical     Typical            No
## 901     Typical    Typical     CBlock     Typical     Typical            No
## 902     Typical    Typical     CBlock     Typical     Typical            No
## 904     Typical    Typical     CBlock     Typical     Typical            No
## 905     Typical    Typical     CBlock     Typical     Typical            No
## 906     Typical    Typical      PConc     Typical        Fair            No
## 907     Typical    Typical     BrkTil     Typical     Typical            No
## 908     Typical    Typical     CBlock     Typical        Fair            No
## 909     Typical    Typical     BrkTil     Typical     Typical            No
## 911     Typical    Typical     BrkTil     Typical     Typical            No
## 912     Typical    Typical     BrkTil     Typical     Typical            No
## 913        Good    Typical     BrkTil     Typical     Typical            No
## 914     Typical    Typical     BrkTil     Typical     Typical            No
## 915        Good       Good      PConc        Good        Good            No
## 917     Typical    Typical     BrkTil     Typical     Typical            No
## 918     Typical    Typical     BrkTil     Typical        Fair            Mn
## 919        Good    Typical     BrkTil        Good     Typical            No
## 920     Typical    Typical     CBlock     Typical     Typical            No
## 921     Typical    Typical     CBlock     Typical     Typical            No
## 922        Good       Good     BrkTil     Typical        Fair            No
## 923     Typical    Typical     CBlock     Typical     Typical            No
## 924     Typical       Good     BrkTil        Good     Typical            No
## 925     Typical    Typical     BrkTil     Typical     Typical            No
## 926     Typical    Typical     BrkTil     Typical     Typical            No
## 927     Typical       Good     BrkTil     Typical     Typical            Mn
## 928     Typical    Typical     CBlock     Typical     Typical            No
## 929     Typical    Typical     CBlock     Typical     Typical            No
## 931     Typical       Good     CBlock     Typical     Typical            No
## 932     Typical    Typical      PConc     Typical     Typical            Av
## 933     Typical    Typical     CBlock     Typical     Typical            No
## 934     Typical       Good     CBlock        Good     Typical            Mn
## 935     Typical    Typical     CBlock        Good     Typical            No
## 936     Typical    Typical     CBlock        Good     Typical            No
## 937     Typical       Good     CBlock     Typical     Typical            No
## 938        Good       Good     CBlock        Good     Typical            No
## 939        Good       Good     CBlock        Good     Typical            No
## 940     Typical       Good     CBlock     Typical        Fair            No
## 941     Typical    Typical     BrkTil     Typical     Typical            No
## 942     Typical    Typical      PConc     Typical     Typical            Mn
## 945   Excellent    Typical      PConc   Excellent     Typical            Gd
## 947        Good    Typical      PConc        Good     Typical            No
## 948        Good    Typical      PConc   Excellent     Typical            No
## 949        Good    Typical      PConc   Excellent     Typical            Mn
## 950     Typical    Typical      PConc   Excellent     Typical            No
## 951     Typical    Typical     CBlock     Typical     Typical            Av
## 952     Typical    Typical     CBlock        Good     Typical            Av
## 953     Typical    Typical     CBlock No_Basement No_Basement   No_Basement
## 954     Typical    Typical      PConc        Good     Typical            Av
## 955     Typical    Typical      PConc        Good     Typical            No
## 957     Typical    Typical     CBlock        Good     Typical            Gd
## 958        Good    Typical      PConc   Excellent     Typical            Gd
## 959     Typical    Typical      PConc   Excellent     Typical            Av
## 960   Excellent    Typical     CBlock   Excellent     Typical            Gd
## 961   Excellent    Typical      PConc   Excellent     Typical            Gd
## 962        Good    Typical      PConc        Good     Typical            Av
## 963     Typical    Typical     CBlock        Good     Typical            Mn
## 964     Typical       Good      PConc        Good     Typical            No
## 965     Typical    Typical      PConc        Good     Typical            Gd
## 966        Good    Typical      PConc   Excellent     Typical            No
## 967        Good    Typical      PConc        Good     Typical            No
## 968   Excellent    Typical      PConc   Excellent     Typical            Av
## 969   Excellent    Typical      PConc   Excellent     Typical            Gd
## 970     Typical    Typical     CBlock     Typical     Typical            No
## 971     Typical       Fair       Slab No_Basement No_Basement   No_Basement
## 972     Typical    Typical      PConc   Excellent     Typical            No
## 973     Typical    Typical      PConc   Excellent     Typical            No
## 974     Typical    Typical     CBlock        Good     Typical            Gd
## 975     Typical    Typical     CBlock     Typical     Typical            No
## 976     Typical       Good     CBlock        Good     Typical            Av
## 977     Typical    Typical     CBlock     Typical     Typical            No
## 978     Typical    Typical     CBlock        Good     Typical            Av
## 979     Typical    Typical     CBlock     Typical     Typical            No
## 980     Typical    Typical     CBlock     Typical     Typical            No
## 981     Typical    Typical     CBlock        Good     Typical            Av
## 982     Typical       Good     CBlock        Good     Typical            Av
## 983     Typical       Good      PConc        Good     Typical            Av
## 984     Typical    Typical     CBlock     Typical     Typical            No
## 985     Typical    Typical      PConc        Good     Typical            Av
## 987     Typical    Typical      PConc        Good     Typical            No
## 988     Typical    Typical      PConc     Typical     Typical            Gd
## 989        Good  Excellent     CBlock     Typical     Typical            Gd
## 990   Excellent    Typical     CBlock        Good     Typical            No
## 991     Typical    Typical     CBlock     Typical     Typical            Mn
## 992     Typical    Typical     CBlock        Fair     Typical            Mn
## 993     Typical    Typical      PConc     Typical     Typical            No
## 994     Typical    Typical      PConc        Good     Typical            No
## 995     Typical    Typical      PConc        Good     Typical            Gd
## 996     Typical    Typical      PConc        Good     Typical            Gd
## 997     Typical    Typical      PConc        Good     Typical            No
## 998        Good    Typical      PConc        Good     Typical            No
## 999     Typical    Typical      PConc        Good     Typical            Gd
## 1000       Good    Typical      PConc   Excellent     Typical            Av
## 1001       Good    Typical      PConc   Excellent     Typical            Mn
## 1002       Good    Typical      PConc        Good     Typical            No
## 1003       Good    Typical      PConc        Good     Typical            Mn
## 1004    Typical    Typical      PConc        Good     Typical            No
## 1005    Typical    Typical      PConc        Good     Typical            No
## 1006    Typical    Typical      PConc        Good     Typical            No
## 1007       Good    Typical      PConc        Good     Typical            No
## 1008    Typical    Typical      PConc        Good     Typical            No
## 1009       Good    Typical      PConc        Good     Typical            Mn
## 1010       Good    Typical      PConc        Good     Typical            Gd
## 1011       Good    Typical      PConc   Excellent     Typical            Gd
## 1012       Good    Typical      PConc        Good        Good            No
## 1013  Excellent    Typical      PConc   Excellent     Typical            Gd
## 1016    Typical    Typical     CBlock     Typical     Typical            No
## 1017    Typical       Good     CBlock        Good     Typical            No
## 1018       Good    Typical     CBlock        Good        Good            Mn
## 1019    Typical       Good     CBlock        Good     Typical            No
## 1020       Good    Typical     CBlock        Good     Typical            Mn
## 1021       Good       Good     CBlock        Good     Typical            No
## 1022       Good    Typical     CBlock        Good        Fair            No
## 1023    Typical       Good     CBlock        Good        Good            No
## 1024    Typical    Typical      PConc        Good     Typical            No
## 1025    Typical    Typical      PConc        Good     Typical            Av
## 1026    Typical    Typical     CBlock        Good     Typical            Mn
## 1027    Typical    Typical     CBlock     Typical        Fair            No
## 1029    Typical    Typical     CBlock        Good     Typical            No
## 1030    Typical    Typical     CBlock     Typical     Typical            No
## 1031    Typical    Typical     CBlock     Typical     Typical            No
## 1032    Typical    Typical     CBlock        Good     Typical            No
## 1033       Good    Typical      PConc        Good     Typical            No
## 1034    Typical    Typical     CBlock        Good     Typical            Mn
## 1035    Typical    Typical     CBlock        Good     Typical            No
## 1036    Typical    Typical     CBlock        Good     Typical            Mn
## 1037    Typical    Typical     CBlock        Good     Typical            No
## 1038    Typical    Typical     CBlock     Typical     Typical            No
## 1039       Good    Typical      PConc        Good     Typical            No
## 1040    Typical    Typical     CBlock     Typical     Typical            No
## 1041    Typical    Typical     CBlock     Typical     Typical            No
## 1042    Typical    Typical     CBlock     Typical     Typical            No
## 1043    Typical    Typical     CBlock     Typical     Typical            No
## 1044    Typical    Typical     CBlock     Typical     Typical            No
## 1045    Typical    Typical     CBlock     Typical     Typical            No
## 1046    Typical    Typical     CBlock     Typical     Typical            No
## 1047    Typical    Typical     CBlock        Good     Typical            No
## 1048    Typical    Typical     CBlock        Good     Typical            No
## 1049    Typical    Typical     CBlock        Good     Typical            No
## 1050    Typical    Typical     CBlock     Typical     Typical            No
## 1051  Excellent    Typical      PConc   Excellent     Typical            Av
## 1052  Excellent    Typical      PConc   Excellent     Typical            Av
## 1054  Excellent    Typical      PConc   Excellent     Typical            Av
## 1055       Good    Typical      PConc   Excellent     Typical            No
## 1056       Good    Typical      PConc   Excellent     Typical            Gd
## 1057       Good    Typical      PConc   Excellent     Typical            Gd
## 1058  Excellent    Typical      PConc   Excellent     Typical            Gd
## 1059       Good    Typical      PConc   Excellent     Typical            Gd
## 1060  Excellent    Typical      PConc   Excellent     Typical            Gd
## 1061       Good    Typical      PConc   Excellent     Typical            Av
## 1062  Excellent    Typical      PConc        Good     Typical            Av
## 1063       Good    Typical      PConc   Excellent     Typical            No
## 1065       Good    Typical      PConc   Excellent     Typical            Av
## 1066       Good    Typical      PConc        Good     Typical            No
## 1067       Good    Typical      PConc        Good     Typical            Mn
## 1068       Good    Typical      PConc   Excellent     Typical            Mn
## 1069       Good    Typical      PConc   Excellent     Typical            Gd
## 1070  Excellent    Typical      PConc        Good     Typical            No
## 1071  Excellent    Typical      PConc   Excellent     Typical            No
## 1072       Good    Typical      PConc        Good     Typical            No
## 1073  Excellent    Typical      PConc   Excellent     Typical            Gd
## 1074  Excellent    Typical      PConc   Excellent     Typical            No
## 1075  Excellent    Typical      PConc   Excellent     Typical            No
## 1076       Good    Typical      PConc        Good     Typical            No
## 1077       Good    Typical      PConc        Good     Typical            No
## 1078       Good    Typical      PConc        Good     Typical            No
## 1079       Good    Typical      PConc        Good     Typical            No
## 1080       Good    Typical      PConc        Good     Typical            Av
## 1081       Good    Typical      PConc        Good     Typical            Gd
## 1082       Good    Typical      PConc        Good     Typical            No
## 1083       Good    Typical      PConc        Good        Good            No
## 1084       Good    Typical      PConc        Good     Typical            Av
## 1085       Good    Typical      PConc        Good     Typical            Gd
## 1086       Good    Typical      PConc        Good     Typical            No
## 1087    Typical    Typical      PConc     Typical     Typical            No
## 1088       Good    Typical      PConc        Good     Typical            Gd
## 1089    Typical    Typical      PConc        Good     Typical            No
## 1090       Good    Typical      PConc        Good     Typical            No
## 1091       Good    Typical      PConc        Good     Typical            No
## 1092       Good    Typical      PConc        Good     Typical            No
## 1093    Typical    Typical      PConc        Good     Typical            No
## 1094       Good    Typical      PConc        Good     Typical            Av
## 1095       Good    Typical      PConc        Good     Typical            Av
## 1096       Good    Typical      PConc        Good     Typical            No
## 1097       Good    Typical      PConc        Good     Typical            No
## 1098    Typical    Typical      PConc        Good     Typical            No
## 1099       Good    Typical      PConc        Good     Typical            No
## 1100       Good    Typical      PConc        Good     Typical            No
## 1101       Good    Typical      PConc        Good     Typical            Av
## 1102       Good    Typical      PConc   Excellent     Typical            Mn
## 1103       Good    Typical      PConc        Good     Typical            Av
## 1104       Good    Typical      PConc   Excellent     Typical            No
## 1105       Good    Typical      PConc        Good     Typical            Av
## 1106       Good       Good      PConc        Good     Typical            Gd
## 1107       Good    Typical      PConc        Good     Typical            Gd
## 1109       Good    Typical      PConc        Good     Typical            No
## 1110       Good    Typical      PConc        Good     Typical            Gd
## 1111       Good    Typical      PConc        Good     Typical            No
## 1112       Good    Typical      PConc        Good     Typical            Mn
## 1113       Good    Typical      PConc        Good     Typical            No
## 1114       Good    Typical      PConc   Excellent     Typical            No
## 1115       Good    Typical      PConc        Good     Typical            No
## 1116    Typical    Typical      PConc        Good     Typical            No
## 1117       Good    Typical      PConc        Good     Typical            No
## 1118       Good    Typical      PConc        Good     Typical            Av
## 1119       Good    Typical      PConc        Good     Typical            Av
## 1120       Good    Typical      PConc   Excellent     Typical            No
## 1121       Good    Typical      PConc        Good     Typical            No
## 1122       Good    Typical      PConc   Excellent     Typical            No
## 1123       Good    Typical      PConc        Good     Typical            No
## 1124       Good    Typical      PConc        Good     Typical            No
## 1125       Good    Typical      PConc   Excellent     Typical            No
## 1126       Good    Typical      PConc        Good     Typical            No
## 1127       Good    Typical      PConc   Excellent     Typical            No
## 1128       Good    Typical      PConc        Good     Typical            No
## 1129       Good    Typical      PConc        Good     Typical            Av
## 1130       Good    Typical      PConc        Good     Typical            No
## 1131       Good    Typical      PConc        Good     Typical            No
## 1132    Typical    Typical      PConc        Good     Typical            No
## 1133       Good    Typical      PConc        Good     Typical            Mn
## 1134       Good    Typical      PConc        Good     Typical            Av
## 1135    Typical    Typical      PConc        Good        Good            No
## 1136    Typical    Typical      PConc     Typical     Typical            No
## 1137    Typical    Typical      PConc        Good     Typical            No
## 1138       Good    Typical      PConc        Good     Typical            No
## 1139       Good    Typical      PConc        Good     Typical            Mn
## 1140       Good    Typical      PConc        Good     Typical            No
## 1141       Good    Typical      PConc        Good     Typical            No
## 1142    Typical    Typical      PConc        Good     Typical            No
## 1143       Good    Typical      PConc        Good     Typical            Av
## 1144       Good    Typical      PConc        Good     Typical            No
## 1145       Good    Typical      PConc        Good     Typical            No
## 1146    Typical    Typical     CBlock        Good     Typical            No
## 1148       Good    Typical      PConc        Good     Typical            No
## 1149       Good    Typical      PConc        Good     Typical            No
## 1150    Typical    Typical      PConc     Typical        Good            No
## 1151    Typical    Typical     CBlock     Typical     Typical            No
## 1152    Typical       Good     CBlock     Typical     Typical            No
## 1153    Typical    Typical     CBlock     Typical        Fair            Mn
## 1154    Typical    Typical     CBlock        Good        Good            No
## 1155    Typical       Good     CBlock     Typical     Typical            Mn
## 1156    Typical    Typical     CBlock     Typical     Typical            Av
## 1157    Typical       Good     CBlock        Good     Typical            No
## 1158       Good    Typical      PConc        Good     Typical            No
## 1159       Good    Typical      PConc        Good     Typical            Gd
## 1160       Good    Typical      PConc        Good     Typical            Mn
## 1161       Good    Typical      PConc        Good     Typical            No
## 1162       Good    Typical      PConc        Good     Typical            No
## 1163       Good    Typical      PConc        Good     Typical            No
## 1164       Good    Typical      PConc        Good     Typical            No
## 1165       Good    Typical      PConc        Good     Typical            No
## 1166    Typical    Typical      PConc        Good     Typical            No
## 1167    Typical    Typical      PConc        Good     Typical            No
## 1168       Good    Typical      PConc        Good     Typical            Av
## 1169       Good    Typical      PConc   Excellent     Typical            Av
## 1170       Good    Typical      PConc   Excellent     Typical            Av
## 1171       Good    Typical      PConc        Good     Typical            Av
## 1172       Good    Typical      PConc   Excellent     Typical            Av
## 1173       Good    Typical      PConc        Good     Typical            No
## 1174       Good    Typical      PConc        Good     Typical            No
## 1175    Typical    Typical      PConc     Typical     Typical            No
## 1176       Good    Typical      PConc        Good     Typical            No
## 1177       Good    Typical      PConc        Good     Typical            No
## 1178  Excellent    Typical      PConc        Good     Typical            Mn
## 1179       Good    Typical      PConc        Good     Typical            No
## 1180       Good    Typical      PConc        Good     Typical            Gd
## 1182    Typical    Typical      PConc        Good     Typical            No
## 1183       Good       Good     CBlock        Good     Typical            No
## 1185       Good    Typical      PConc        Good     Typical            No
## 1186    Typical    Typical      PConc     Typical     Typical            No
## 1187    Typical    Typical     CBlock     Typical     Typical            Av
## 1188    Typical    Typical     CBlock     Typical     Typical            No
## 1189       Good       Good     CBlock     Typical     Typical            No
## 1190    Typical    Typical     CBlock     Typical     Typical            No
## 1191    Typical    Typical     CBlock     Typical     Typical            No
## 1192    Typical    Typical     CBlock     Typical     Typical            No
## 1193    Typical    Typical     CBlock     Typical     Typical            No
## 1194    Typical    Typical     CBlock     Typical     Typical            No
## 1195       Good    Typical     CBlock     Typical     Typical            No
## 1196    Typical    Typical     CBlock     Typical     Typical            No
## 1197    Typical    Typical     CBlock     Typical     Typical            No
## 1198    Typical    Typical     CBlock     Typical     Typical            No
## 1199    Typical    Typical     CBlock        Good        Good            No
## 1200  Excellent       Good     CBlock     Typical        Good            No
## 1201       Good    Typical     CBlock     Typical     Typical            No
## 1202    Typical    Typical     CBlock     Typical     Typical            No
## 1203  Excellent    Typical     CBlock     Typical     Typical            Av
## 1204    Typical    Typical     CBlock     Typical     Typical            No
## 1205    Typical    Typical       Slab No_Basement No_Basement   No_Basement
## 1206    Typical    Typical     CBlock     Typical     Typical            No
## 1207    Typical    Typical     CBlock     Typical     Typical            No
## 1208    Typical       Good     CBlock     Typical     Typical            Mn
## 1209    Typical    Typical     CBlock     Typical     Typical            No
## 1210    Typical    Typical     CBlock     Typical     Typical            Gd
## 1211    Typical    Typical     CBlock     Typical     Typical            No
## 1212    Typical    Typical     CBlock        Good     Typical            No
## 1213    Typical       Good      PConc     Typical     Typical            Gd
## 1215    Typical       Good     CBlock     Typical     Typical            No
## 1216       Good    Typical     CBlock     Typical     Typical            No
## 1217       Good    Typical     CBlock     Typical     Typical            No
## 1218    Typical    Typical      PConc     Typical     Typical            No
## 1219    Typical    Typical     CBlock     Typical     Typical            No
## 1223    Typical    Typical      PConc     Typical     Typical            No
## 1224       Fair       Fair     CBlock     Typical     Typical            No
## 1225    Typical    Typical     CBlock     Typical     Typical            No
## 1226    Typical       Good     CBlock     Typical     Typical            No
## 1227    Typical    Typical     CBlock     Typical     Typical            Av
## 1228    Typical    Typical     CBlock     Typical     Typical            No
## 1229    Typical    Typical     CBlock     Typical     Typical            Gd
## 1230    Typical    Typical     CBlock     Typical     Typical            No
## 1231    Typical    Typical     CBlock     Typical     Typical            No
## 1232       Good       Good     CBlock     Typical     Typical            No
## 1233    Typical    Typical     CBlock        Good     Typical            Gd
## 1234       Good       Good     CBlock     Typical     Typical            No
## 1235    Typical    Typical     CBlock     Typical     Typical            No
## 1236    Typical    Typical     CBlock     Typical     Typical            No
## 1237    Typical       Good     CBlock     Typical     Typical            No
## 1238    Typical    Typical     CBlock     Typical     Typical            No
## 1239    Typical    Typical     CBlock     Typical     Typical            No
## 1240    Typical    Typical     CBlock     Typical     Typical            No
## 1241    Typical    Typical     CBlock     Typical     Typical            No
## 1242    Typical    Typical     CBlock        Good     Typical            No
## 1243    Typical    Typical     CBlock     Typical     Typical            No
## 1244    Typical       Good     CBlock     Typical     Typical            No
## 1245    Typical    Typical     CBlock     Typical     Typical            No
## 1246    Typical    Typical     CBlock     Typical     Typical            No
## 1247    Typical    Typical     CBlock     Typical     Typical            No
## 1248    Typical    Typical      PConc     Typical     Typical            No
## 1249    Typical    Typical     CBlock     Typical     Typical            No
## 1250    Typical    Typical     CBlock     Typical     Typical            Mn
## 1251    Typical    Typical     CBlock     Typical     Typical            No
## 1253    Typical    Typical     CBlock     Typical     Typical            No
## 1254    Typical    Typical     CBlock     Typical     Typical            No
## 1255    Typical    Typical       Slab No_Basement No_Basement   No_Basement
## 1256    Typical       Good      PConc     Typical     Typical            No
## 1257    Typical    Typical     CBlock     Typical     Typical            No
## 1258       Good    Typical      PConc     Typical     Typical            No
## 1259    Typical    Typical     BrkTil     Typical     Typical            No
## 1260    Typical    Typical     BrkTil No_Basement No_Basement   No_Basement
## 1261    Typical    Typical     CBlock     Typical     Typical            No
## 1262    Typical    Typical     CBlock     Typical     Typical            No
## 1264    Typical    Typical     CBlock     Typical     Typical            No
## 1265    Typical    Typical     CBlock     Typical     Typical            Gd
## 1266    Typical    Typical     CBlock        Good     Typical            Gd
## 1267       Good    Typical      Stone     Typical     Typical            Av
## 1268    Typical    Typical     CBlock        Fair     Typical            No
## 1269    Typical    Typical     CBlock No_Basement No_Basement   No_Basement
## 1270    Typical    Typical     CBlock     Typical     Typical            No
## 1271    Typical    Typical      PConc     Typical     Typical            No
## 1272    Typical    Typical     CBlock     Typical     Typical            No
## 1273    Typical    Typical     CBlock     Typical     Typical            No
## 1274    Typical    Typical     CBlock     Typical     Typical            No
## 1275    Typical    Typical     CBlock     Typical     Typical            No
## 1276    Typical    Typical     CBlock     Typical     Typical            No
## 1277    Typical    Typical     CBlock     Typical     Typical            No
## 1278    Typical    Typical     CBlock     Typical     Typical            Av
## 1279    Typical       Good     CBlock     Typical     Typical            Mn
## 1280    Typical    Typical     CBlock     Typical     Typical            No
## 1281    Typical    Typical     CBlock     Typical     Typical            No
## 1282    Typical    Typical     CBlock     Typical     Typical            Gd
## 1283    Typical    Typical     CBlock     Typical     Typical            No
## 1284    Typical    Typical      PConc     Typical     Typical            No
## 1286    Typical    Typical      PConc     Typical     Typical            No
## 1287    Typical    Typical     BrkTil     Typical     Typical            No
## 1288    Typical    Typical     BrkTil     Typical        Fair            No
## 1289       Good       Good     BrkTil        Good     Typical            No
## 1290    Typical    Typical     CBlock        Fair     Typical            No
## 1291       Good    Typical     BrkTil     Typical     Typical            No
## 1292    Typical    Typical      Stone     Typical     Typical            No
## 1293    Typical    Typical      PConc        Good     Typical            No
## 1294    Typical       Good     BrkTil     Typical     Typical            No
## 1295       Fair       Fair     BrkTil     Typical     Typical            No
## 1296       Good    Typical     CBlock     Typical     Typical            No
## 1298    Typical    Typical     BrkTil     Typical        Good            No
## 1299    Typical    Typical     BrkTil        Fair     Typical            No
## 1300    Typical    Typical     CBlock     Typical     Typical            No
## 1301    Typical    Typical     CBlock     Typical     Typical            No
## 1302    Typical    Typical     CBlock     Typical     Typical            No
## 1303    Typical       Good     BrkTil     Typical     Typical            No
## 1304    Typical    Typical     CBlock     Typical     Typical            No
## 1305    Typical    Typical     CBlock     Typical     Typical            No
## 1309    Typical    Typical     BrkTil     Typical     Typical            Mn
## 1310    Typical    Typical     BrkTil     Typical     Typical            No
## 1311    Typical    Typical     BrkTil     Typical     Typical            No
## 1312    Typical    Typical     CBlock     Typical     Typical            No
## 1315       Good    Typical     BrkTil        Fair     Typical            No
## 1316    Typical  Excellent     BrkTil     Typical     Typical            No
## 1317    Typical    Typical     BrkTil        Fair     Typical            No
## 1318    Typical    Typical     CBlock     Typical     Typical            No
## 1320    Typical    Typical      PConc     Typical     Typical            No
## 1323    Typical    Typical     BrkTil     Typical     Typical            Mn
## 1324    Typical    Typical     CBlock     Typical     Typical            No
## 1325    Typical    Typical     BrkTil     Typical     Typical            No
## 1326    Typical    Typical      PConc No_Basement No_Basement   No_Basement
## 1327    Typical    Typical     CBlock     Typical     Typical            No
## 1328       Good       Good     BrkTil     Typical     Typical            No
## 1331    Typical    Typical     BrkTil     Typical     Typical            No
## 1332    Typical    Typical     BrkTil     Typical     Typical            No
## 1333    Typical       Good     CBlock     Typical     Typical            No
## 1334    Typical       Good     BrkTil     Typical     Typical            No
## 1335    Typical    Typical     CBlock     Typical     Typical            No
## 1336    Typical       Fair     BrkTil     Typical        Fair            No
## 1337    Typical    Typical     BrkTil     Typical     Typical            No
## 1338    Typical       Good     BrkTil     Typical     Typical            No
##      BsmtFin_Type_1 BsmtFin_SF_1 BsmtFin_Type_2 BsmtFin_SF_2 Bsmt_Unf_SF
## 1               BLQ            2            Unf            0         441
## 2               Rec            6            LwQ          144         270
## 4               ALQ            1            Unf            0        1045
## 5               GLQ            3            Unf            0         137
## 6               GLQ            3            Unf            0         324
## 7               GLQ            3            Unf            0         722
## 8               ALQ            1            Unf            0        1017
## 9               GLQ            3            Unf            0         415
## 10              Unf            7            Unf            0         994
## 11              Unf            7            Unf            0         763
## 12              ALQ            1            Unf            0         233
## 13              Unf            7            Unf            0         789
## 14              GLQ            3            Unf            0         663
## 15              GLQ            3            BLQ         1120           0
## 16              ALQ            1            Unf            0         234
## 19              LwQ            4            Unf            0         744
## 20              ALQ            1            Rec          163         589
## 21              BLQ            2            Unf            0        1139
## 22              GLQ            3            LwQ          168           0
## 23              GLQ            3            Unf            0         281
## 24              ALQ            1            Unf            0         426
## 25              GLQ            3            Unf            0         344
## 26              BLQ            2            Unf            0         281
## 27              ALQ            1            Rec           78           0
## 29              GLQ            3            BLQ            0         354
## 30              Rec            6            Unf            0         327
## 31              Rec            6            Unf            0         225
## 32              Unf            7            Unf            0         525
## 33              ALQ            1            Unf            0         709
## 34              ALQ            1            Unf            0         341
## 35              Unf            7            Unf            0         836
## 36              ALQ            1            Unf            0         544
## 37              Unf            7            Unf            0        1590
## 38              GLQ            3            Unf            0         486
## 39              GLQ            3            Unf            0         284
## 40              Unf            7            Unf            0        1544
## 41              BLQ            2            Unf            0         340
## 42              GLQ            3            Unf            0        1588
## 43              GLQ            3            Unf            0        1794
## 44              GLQ            3            Unf            0        1515
## 45              GLQ            3            Unf            0         142
## 46              GLQ            3            Unf            0         625
## 47              GLQ            3            Unf            0        1473
## 48              GLQ            3            Unf            0        1093
## 49              GLQ            3            Unf            0        1296
## 50              GLQ            3            Unf            0        1346
## 51              Unf            7            Unf            0         764
## 52              Unf            7            Unf            0        1324
## 53              GLQ            3            Unf            0        1129
## 54              GLQ            3            Unf            0        1232
## 55              GLQ            3            Unf            0          58
## 56              GLQ            3            Unf            0         235
## 57              Unf            7            Unf            0         847
## 58              GLQ            3            Unf            0         134
## 59              Unf            7            Unf            0         884
## 60              Unf            7            Unf            0        1393
## 61              Unf            7            Unf            0        1629
## 62              GLQ            3            Unf            0         801
## 63              GLQ            3            Unf            0         431
## 64              GLQ            3            Unf            0         628
## 65              Unf            7            Unf            0        1195
## 66              GLQ            3            Unf            0        1217
## 67              Unf            7            Unf            0        1595
## 68              Unf            7            Unf            0        1218
## 70              GLQ            3            Unf            0         488
## 71              GLQ            3            Unf            0         769
## 72              GLQ            3            Unf            0          54
## 73              GLQ            3            Unf            0         300
## 74              Unf            7            Unf            0         831
## 75              GLQ            3            Unf            0         253
## 76              BLQ            2            BLQ          119         261
## 77              Unf            7            Unf            0        1055
## 78              Unf            7            Unf            0         918
## 79              ALQ            1            LwQ          121           0
## 81              GLQ            3            Unf            0         702
## 82              Unf            7            Unf            0         650
## 83              Unf            7            Unf            0         816
## 84      No_Basement            5    No_Basement            0           0
## 85              ALQ            1            Unf            0         210
## 86              GLQ            3            BLQ          117         224
## 87              BLQ            2            Unf            0         432
## 88              ALQ            1            Unf            0         216
## 89              ALQ            1            Unf            0         381
## 91              GLQ            3            Unf            0          76
## 92              LwQ            4            GLQ          981           0
## 93              GLQ            3            Unf            0         261
## 94              GLQ            3            Unf            0         190
## 95              Unf            7            Unf            0         840
## 96              GLQ            3            Unf            0         320
## 97              Unf            7            Unf            0         600
## 98              GLQ            3            ALQ           42         190
## 99              GLQ            3            Unf            0         224
## 100             GLQ            3            Unf            0         892
## 101             GLQ            3            Unf            0         378
## 102             GLQ            3            Unf            0         290
## 103             ALQ            1            Unf            0          92
## 104             GLQ            3            Unf            0         286
## 106             GLQ            3            Unf            0         491
## 109             GLQ            3            Unf            0         192
## 110             GLQ            3            Unf            0         659
## 111             GLQ            3            Unf            0        1323
## 112             GLQ            3            Unf            0         143
## 113             ALQ            1            Unf            0         410
## 114             ALQ            1            LwQ           46         491
## 115             GLQ            3            Unf            0         586
## 116             ALQ            1            Unf            0         179
## 117             ALQ            1            Unf            0         386
## 118             Rec            6            Unf            0         534
## 119             ALQ            1            Rec           81         678
## 120             ALQ            1            Unf            0         381
## 121             BLQ            2            Unf            0         150
## 122             BLQ            2            Unf            0         500
## 123             Unf            7            Unf            0         533
## 124             GLQ            3            Unf            0         138
## 125             GLQ            3            Unf            0         173
## 127             GLQ            3            Rec         1029           0
## 128             LwQ            4            Unf            0         470
## 129             Rec            6            Unf            0         482
## 130             BLQ            2            Unf            0         162
## 132             Rec            6            LwQ          290         412
## 133             BLQ            2            LwQ          132         350
## 134             LwQ            4            Unf            0         728
## 135             GLQ            3            Unf            0         136
## 136             Rec            6            Unf            0         662
## 137             GLQ            3            Unf            0        1035
## 138             ALQ            1            Rec          713         557
## 139             Unf            7            Unf            0        1604
## 140             GLQ            3            Unf            0         292
## 141             BLQ            2            Rec          162         125
## 142             Rec            6            Unf            0         380
## 143             Rec            6            Unf            0         392
## 144             Unf            7            Unf            0        1194
## 145             Rec            6            Unf            0         188
## 146             Rec            6            Unf            0         571
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## 1192            ALQ            1            Rec          182         384
## 1193            LwQ            4            Unf            0           0
## 1194            ALQ            1            Unf            0         317
## 1195            ALQ            1            Rec          456         196
## 1196            Unf            7            Unf            0        1728
## 1197            LwQ            4            Unf            0        1497
## 1198            Unf            7            Unf            0        1656
## 1199            ALQ            1            Unf            0         242
## 1200            GLQ            3            ALQ           80         487
## 1201            ALQ            1            Unf            0         459
## 1202            GLQ            3            Rec           64         336
## 1203            ALQ            1            Unf            0          77
## 1204            BLQ            2            Unf            0         280
## 1205    No_Basement            5    No_Basement            0           0
## 1206            Rec            6            Unf            0         619
## 1207            ALQ            1            Unf            0         724
## 1208            ALQ            1            Unf            0         344
## 1209            BLQ            2            Unf            0         935
## 1210            Rec            6            ALQ          539         276
## 1211            Rec            6            Unf            0         244
## 1212            Rec            6            Unf            0         305
## 1213            ALQ            1            Unf            0         586
## 1215            Unf            7            Unf            0        1114
## 1216            ALQ            1            Unf            0         247
## 1217            Unf            7            Unf            0        1252
## 1218            ALQ            1            Rec          306         375
## 1219            BLQ            2            Unf            0         590
## 1223            Rec            6            Unf            0         228
## 1224            Rec            6            Unf            0         638
## 1225            BLQ            2            Unf            0         752
## 1226            BLQ            2            Rec          308         232
## 1227            BLQ            2            Unf            0         161
## 1228            LwQ            4            Unf            0         505
## 1229            ALQ            1            Unf            0         410
## 1230            ALQ            1            Rec          374         700
## 1231            Rec            6            Unf            0         572
## 1232            Unf            7            Unf            0        1319
## 1233            GLQ            3            Unf            0         728
## 1234            BLQ            2            Unf            0         529
## 1235            ALQ            1            Unf            0         196
## 1236            BLQ            2            Rec          872         247
## 1237            Rec            6            BLQ          108         319
## 1238            ALQ            1            LwQ           52         503
## 1239            ALQ            1            Unf            0         195
## 1240            ALQ            1            Unf            0         599
## 1241            LwQ            4            Unf            0         437
## 1242            LwQ            4            Unf            0         580
## 1243            Rec            6            Unf            0         352
## 1244            BLQ            2            Unf            0         510
## 1245            Rec            6            Unf            0         330
## 1246            Rec            6            Unf            0         572
## 1247            Rec            6            LwQ          196         456
## 1248            BLQ            2            LwQ          128         232
## 1249            Unf            7            Unf            0         998
## 1250            ALQ            1            Unf            0         100
## 1251            BLQ            2            Unf            0         203
## 1253            Rec            6            Unf            0         390
## 1254            Unf            7            Unf            0        1824
## 1255    No_Basement            5    No_Basement            0           0
## 1256            Unf            7            Unf            0         747
## 1257            BLQ            2            Unf            0         333
## 1258            Unf            7            Unf            0         672
## 1259            Unf            7            Unf            0         892
## 1260    No_Basement            5    No_Basement            0           0
## 1261            Rec            6            Unf            0         539
## 1262            Rec            6            Unf            0         168
## 1264            BLQ            2            Unf            0         520
## 1265            GLQ            3            Unf            0         384
## 1266            GLQ            3            Unf            0         160
## 1267            Unf            7            Unf            0         105
## 1268            LwQ            4            Unf            0         444
## 1269    No_Basement            5    No_Basement            0           0
## 1270            ALQ            1            Unf            0         409
## 1271            BLQ            2            Rec          488         292
## 1272            BLQ            2            Rec          319         188
## 1273            BLQ            2            LwQ          532         363
## 1274            ALQ            1            Unf            0         453
## 1275            Unf            7            Unf            0         936
## 1276            Unf            7            Unf            0         832
## 1277            Rec            6            Unf            0         181
## 1278            Unf            7            Unf            0        1800
## 1279            GLQ            3            Unf            0         398
## 1280            Unf            7            Unf            0         825
## 1281            BLQ            2            Unf            0         380
## 1282            GLQ            3            LwQ          106           0
## 1283            Unf            7            Unf            0        1117
## 1284            GLQ            3            Unf            0          96
## 1286            Unf            7            Unf            0         650
## 1287            Unf            7            Unf            0         780
## 1288            Unf            7            Unf            0         680
## 1289            LwQ            4            Unf            0        1017
## 1290            Unf            7            Unf            0         672
## 1291            Unf            7            Unf            0         728
## 1292            Unf            7            Unf            0         828
## 1293            Unf            7            Unf            0        1362
## 1294            Unf            7            Unf            0         801
## 1295            Rec            6            Unf            0         576
## 1296            Unf            7            Unf            0         931
## 1298            Unf            7            Unf            0         481
## 1299            Unf            7            Unf            0         684
## 1300            ALQ            1            BLQ          169         516
## 1301            GLQ            3            ALQ          608         172
## 1302            Rec            6            Unf            0         459
## 1303            Unf            7            Unf            0         407
## 1304            Rec            6            Unf            0         620
## 1305            Unf            7            Unf            0         901
## 1309            Unf            7            Unf            0         876
## 1310            BLQ            2            Unf            0         508
## 1311            Unf            7            Unf            0         624
## 1312            Unf            7            Unf            0         346
## 1315            Unf            7            Unf            0         572
## 1316            Rec            6            Unf            0         548
## 1317            Unf            7            Unf            0         482
## 1318            Unf            7            Unf            0         742
## 1320            Unf            7            Unf            0         572
## 1323            Unf            7            Unf            0        1313
## 1324            Rec            6            Unf            0         784
## 1325            Unf            7            Unf            0        1050
## 1326    No_Basement            5    No_Basement            0           0
## 1327            Unf            7            Unf            0         869
## 1328            LwQ            4            BLQ          273         329
## 1331            Rec            6            Unf            0         849
## 1332            ALQ            1            Unf            0           0
## 1333            ALQ            1            Unf            0          72
## 1334            Unf            7            Unf            0         554
## 1335            ALQ            1            Unf            0         460
## 1336            Unf            7            Unf            0         949
## 1337            Unf            7            Unf            0         862
## 1338            Rec            6            LwQ          162         462
##      Total_Bsmt_SF Heating Heating_QC Central_Air Electrical First_Flr_SF
## 1             1080    GasA       Fair           Y      SBrkr         1656
## 2              882    GasA    Typical           Y      SBrkr          896
## 4             2110    GasA  Excellent           Y      SBrkr         2110
## 5              928    GasA       Good           Y      SBrkr          928
## 6              926    GasA  Excellent           Y      SBrkr          926
## 7             1338    GasA  Excellent           Y      SBrkr         1338
## 8             1280    GasA  Excellent           Y      SBrkr         1280
## 9             1595    GasA  Excellent           Y      SBrkr         1616
## 10             994    GasA       Good           Y      SBrkr         1028
## 11             763    GasA       Good           Y      SBrkr          763
## 12            1168    GasA  Excellent           Y      SBrkr         1187
## 13             789    GasA       Good           Y      SBrkr          789
## 14            1300    GasA       Good           Y      SBrkr         1341
## 15            1488    GasA    Typical           Y      SBrkr         1502
## 16            1650    GasA  Excellent           Y      SBrkr         1690
## 19             864    GasA  Excellent           Y      SBrkr          864
## 20            1542    GasA    Typical           Y      SBrkr         2073
## 21            1844    GasA  Excellent           Y      SBrkr         1844
## 22            1053    GasA    Typical           Y      SBrkr         1173
## 23             814    GasA  Excellent           Y      SBrkr          814
## 24            1004    GasA  Excellent           Y      SBrkr         1004
## 25            1078    GasA  Excellent           Y      SBrkr         1078
## 26            1056    GasA  Excellent           Y      SBrkr         1056
## 27             882    GasA    Typical           Y      SBrkr          882
## 29            1405    GasA  Excellent           Y      SBrkr         1337
## 30             483    GasA    Typical           Y      SBrkr          483
## 31             525    GasA    Typical           Y      SBrkr          525
## 32             525    GasA    Typical           Y      SBrkr          525
## 33            1069    GasA    Typical           Y      SBrkr         1069
## 34             855    GasA    Typical           Y      SBrkr          855
## 35             836    GasA  Excellent           Y      SBrkr          836
## 36             855    GasA       Fair           Y      SBrkr          855
## 37            1590    GasA  Excellent           Y      SBrkr         1627
## 38            1704    GasA  Excellent           Y      SBrkr         1704
## 39            1930    GasA  Excellent           Y      SBrkr         1940
## 40            1544    GasA  Excellent           Y      SBrkr         1544
## 41            1541    GasA  Excellent           Y      SBrkr         1541
## 42            1698    GasA  Excellent           Y      SBrkr         1698
## 43            1822    GasA  Excellent           Y      SBrkr         1822
## 44            1517    GasA  Excellent           Y      SBrkr         1535
## 45            2330    GasA  Excellent           Y      SBrkr         2364
## 46            1358    GasA  Excellent           Y      SBrkr         1358
## 47            2846    GasA  Excellent           Y      SBrkr         2696
## 48            1671    GasA  Excellent           Y      SBrkr         1687
## 49            1752    GasA  Excellent           Y      SBrkr         1752
## 50            1370    GasA  Excellent           Y      SBrkr         1370
## 51             764    GasA  Excellent           Y      SBrkr          764
## 52            1324    GasA  Excellent           Y      SBrkr         1324
## 53            1145    GasA  Excellent           Y      SBrkr         1145
## 54            1256    GasA  Excellent           Y      SBrkr         1269
## 55             384    GasA  Excellent           Y      SBrkr          744
## 56             860    GasA  Excellent           Y      SBrkr          860
## 57             847    GasA  Excellent           Y      SBrkr          847
## 58             384    GasA  Excellent           Y      SBrkr          774
## 59             884    GasA  Excellent           Y      SBrkr          884
## 60            1393    GasA  Excellent           Y      SBrkr         1422
## 61            1629    GasA  Excellent           Y      SBrkr         1645
## 62            1720    GasA  Excellent           Y      SBrkr         1720
## 63            1463    GasA  Excellent           Y      SBrkr         1500
## 64            1152    GasA  Excellent           Y      SBrkr         1164
## 65            1195    GasA       Good           Y      SBrkr         1195
## 66            2033    GasA  Excellent           Y      SBrkr         2053
## 67            1595    GasA  Excellent           Y      SBrkr         1595
## 68            1218    GasA  Excellent           Y      SBrkr         1218
## 70            1566    GasA  Excellent           Y      SBrkr         1566
## 71             991    GasA  Excellent           Y      SBrkr          991
## 72            1468    GasA  Excellent           Y      SBrkr         1468
## 73             956    GasA  Excellent           Y      SBrkr          956
## 74             831    GasA  Excellent           Y      SBrkr          831
## 75             948    GasA  Excellent           Y      SBrkr         1222
## 76             923    GasA    Typical           Y      SBrkr          923
## 77            1055    GasA  Excellent           Y      SBrkr         1055
## 78             918    GasA    Typical           Y      SBrkr          918
## 79             744    GasA    Typical           Y      SBrkr          752
## 81            1040    GasA    Typical           Y      SBrkr         1097
## 82             650    GasA    Typical           Y      SBrkr          888
## 83             816    GasA    Typical           N      FuseA         1012
## 84               0    GasA    Typical           Y      SBrkr         1318
## 85            1109    GasA    Typical           Y      SBrkr         1155
## 86             894    GasA  Excellent           Y      SBrkr          894
## 87             882    GasA    Typical           Y      SBrkr          900
## 88            1040    GasA       Fair           Y      SBrkr         1040
## 89            1040    GasA  Excellent           Y      SBrkr         1040
## 91             750    GasA  Excellent           Y      SBrkr         1061
## 92            1231    GasA  Excellent           Y      SBrkr         1251
## 93            1390    GasA  Excellent           Y      SBrkr         1402
## 94            1488    GasA  Excellent           Y      SBrkr         1488
## 95             840    GasA  Excellent           Y      SBrkr          840
## 96             600    GasA  Excellent           Y      SBrkr          600
## 97             600    GasA  Excellent           Y      SBrkr          600
## 98             600    GasA  Excellent           Y      SBrkr          600
## 99             600    GasA  Excellent           Y      SBrkr          600
## 100           1470    GasA  Excellent           Y      SBrkr         1478
## 101            756    GasA  Excellent           Y      SBrkr          769
## 102            756    GasA  Excellent           Y      SBrkr          756
## 103            696    GasA  Excellent           Y      SBrkr          696
## 104            530    GasA  Excellent           Y      SBrkr          530
## 106            975    GasA  Excellent           Y      SBrkr          975
## 109            725    GasA  Excellent           Y      SBrkr          725
## 110           1492    GasA  Excellent           Y      SBrkr         1492
## 111           1829    GasA       Good           Y      SBrkr         1829
## 112           1280    GasA  Excellent           Y      SBrkr         1280
## 113           1610    GasA       Good           Y      SBrkr         1610
## 114           1224    GasA    Typical           Y      SBrkr         1287
## 115            980    GasA    Typical           Y      SBrkr          980
## 116           1161    GasA    Typical           Y      SBrkr         1381
## 117            715    GasA    Typical           Y      SBrkr          930
## 118           1232    GasA    Typical           Y      SBrkr         1232
## 119           1328    GasA    Typical           Y      SBrkr         1328
## 120            950    GasA       Fair           Y      SBrkr         1225
## 121           1209    GasA       Good           Y      SBrkr         1209
## 122           1510    GasA  Excellent           Y      SBrkr         1510
## 123            533    GasA    Typical           Y      SBrkr         1131
## 124           1152    GasA    Typical           Y      SBrkr         1152
## 125            936    GasA  Excellent           Y      SBrkr         1054
## 127           1078    GasA       Good           Y      FuseA         1078
## 128           1140    GasA       Good           Y      SBrkr         1929
## 129            782    GasA    Typical           Y      SBrkr         1019
## 130            858    GasA       Good           Y      SBrkr          858
## 132           1056    GasA    Typical           Y      SBrkr         1063
## 133           1156    GasA  Excellent           Y      SBrkr         1520
## 134           1268    GasA       Good           Y      SBrkr         1268
## 135           1080    GasA       Good           Y      SBrkr         1128
## 136           1105    GasA    Typical           Y      FuseA         1105
## 137           1947    GasA    Typical           Y      SBrkr         2207
## 138           1517    GasA  Excellent           Y      SBrkr         1888
## 139           1604    GasA    Typical           Y      SBrkr         1604
## 140           1480    GasA  Excellent           Y      SBrkr         1480
## 141           1143    GasA    Typical           Y      SBrkr         1143
## 142           1398    GasA       Good           Y      SBrkr         1700
## 143           1314    GasA    Typical           Y      SBrkr         1314
## 144           1194    GasA    Typical           Y      SBrkr         1194
## 145           1188    GasA       Fair           Y      SBrkr         1188
## 146           1268    GasA    Typical           Y      SBrkr         1264
## 147           1206    GasA       Fair           Y      SBrkr         1206
## 148           1244    GasA  Excellent           Y      SBrkr         1580
## 149            832    GasA    Typical           Y      FuseA          832
## 150            864    GasA    Typical           Y      SBrkr         1064
## 151            972    GasA    Typical           Y      SBrkr          972
## 152            988    GasA    Typical           Y      SBrkr          988
## 153           1057    GasA    Typical           Y      SBrkr         1057
## 154            576    GasA       Good           Y      SBrkr          985
## 155              0    GasA  Excellent           Y      SBrkr          827
## 156           1086    GasA       Good           Y      SBrkr         1086
## 157            936    GasA  Excellent           Y      SBrkr          936
## 158            912    GasA    Typical           Y      SBrkr          912
## 159           1056    GasA       Good           Y      SBrkr         1056
## 160           1063    GasA  Excellent           Y      SBrkr         1287
## 162            816    GasA    Typical           Y      SBrkr          816
## 163           1246    GasA  Excellent           Y      SBrkr         1246
## 164            910    GasA       Fair           Y      SBrkr          910
## 165            900    GasA    Typical           Y      SBrkr          900
## 166           1116    GasA    Typical           Y      SBrkr         1116
## 167           1175    GasA  Excellent           Y      SBrkr         1175
## 168           1395    GasA    Typical           Y      SBrkr         1395
## 169            756    GasA    Typical           Y      SBrkr         1051
## 170            709    GasA    Typical           Y      SBrkr         1157
## 171            576    GasA       Good           Y      SBrkr          792
## 172            936    GasA    Typical           Y      SBrkr          936
## 173           1008    GasA       Good           Y      FuseA         1028
## 174           1347    GasA       Good           Y      SBrkr         1347
## 175            840    GasA       Good           N      SBrkr          840
## 176            747    GasA    Typical           Y      SBrkr          747
## 177            788    GasA    Typical           Y      SBrkr          804
## 178            926    GasA    Typical           Y      SBrkr          926
## 179            827    GasA       Good           Y      SBrkr          827
## 180           1027    GasA  Excellent           Y      SBrkr         1027
## 181           1008    GasA    Typical           Y      SBrkr         1060
## 183            624    GasA       Good           Y      SBrkr          720
## 184            930    GasW    Typical           N      SBrkr          930
## 185            686    GasA    Typical           Y      SBrkr          966
## 186            346    GasA  Excellent           Y      SBrkr         1157
## 188            912    GasA    Typical           Y      FuseA         1236
## 189            622    GasA       Good           Y      SBrkr          741
## 190            777    GasA       Good           Y      SBrkr         1246
## 191            738    GasA  Excellent           Y      SBrkr          868
## 192            988    GasA  Excellent           Y      SBrkr         1030
## 193           1108    GasA    Typical           N      FuseA         1160
## 194            765    GasA    Typical           N      FuseF          765
## 195            608    GasA    Typical           Y      SBrkr          608
## 196            572    GasA  Excellent           Y      FuseA          848
## 197            835    GasA    Typical           Y      FuseA          955
## 198            780    GasA    Typical           Y      SBrkr          780
## 199            528    GasA       Good           Y      SBrkr          548
## 200            928    GasA    Typical           Y      FuseF          928
## 201           1124    GasA    Typical           Y      SBrkr         1068
## 202            576    GasA       Good           Y      SBrkr          902
## 203            888    GasA  Excellent           Y      SBrkr          888
## 204            780    GasA  Excellent           Y      SBrkr          780
## 205            662    GasA  Excellent           Y      SBrkr          662
## 208            360    GasA       Good           Y      SBrkr         1032
## 209           1032    GasA  Excellent           Y      SBrkr         1207
## 210           1422    GasA       Good           Y      SBrkr         1675
## 212           1212    GasA    Typical           N      SBrkr         1212
## 213            600    GasA  Excellent           N      SBrkr          600
## 215            856    GasA       Good           Y      SBrkr          936
## 216            780    GasA       Good           N      SBrkr          780
## 217           1832    GasA    Typical           N      SBrkr         1832
## 218           1768    GasA    Typical           N      SBrkr         1768
## 219           1039    GasA  Excellent           Y      SBrkr         1039
## 220           1392    GasA    Typical           Y      SBrkr         1392
## 221            912    GasA    Typical           Y      SBrkr          912
## 222           1060    GasA  Excellent           Y      SBrkr         1060
## 223            864    GasA  Excellent           Y      SBrkr          892
## 224            663    GasA    Typical           Y      SBrkr          663
## 225            864    GasA  Excellent           Y      SBrkr          864
## 226           1319    GasA    Typical           Y      SBrkr         1373
## 227            720    GasA  Excellent           Y      SBrkr          720
## 228            672    GasA    Typical           Y      SBrkr          672
## 229           1306    GasA  Excellent           Y      SBrkr         1306
## 230           1420    GasA       Good           Y      SBrkr         1483
## 231            660    GasA    Typical           N      SBrkr          756
## 232           1067    GasA    Typical           Y      SBrkr         1067
## 234           1117    GasA  Excellent           Y      SBrkr         1117
## 235            972    GasA    Typical           Y      FuseA         1052
## 236            458    GasA       Fair           N      SBrkr          835
## 237            663    GasA  Excellent           Y      SBrkr         1074
## 238           1144    GasA    Typical           Y      SBrkr         1144
## 239            756    GasA  Excellent           Y      SBrkr         1169
## 240           1172    GasA    Typical           Y      SBrkr         1172
## 241           1212    GasA  Excellent           Y      SBrkr         1212
## 243           1250    GasA  Excellent           Y      SBrkr         1298
## 244              0    GasA  Excellent           Y      SBrkr          930
## 245            741    GasA    Typical           Y      SBrkr          977
## 246           1433    GasA  Excellent           Y      SBrkr         1433
## 247            946    GasA  Excellent           Y      SBrkr          964
## 248           1050    GasA  Excellent           Y      SBrkr         1062
## 249            936    GasA  Excellent           Y      SBrkr          996
## 250           1694    GasA  Excellent           Y      SBrkr         1694
## 251           1187    GasA  Excellent           Y      SBrkr         1208
## 252           1226    GasA  Excellent           Y      SBrkr         1226
## 253           1222    GasA  Excellent           Y      SBrkr         1222
## 254           1673    GasA       Good           Y      SBrkr         1699
## 255            676    GasA    Typical           Y      SBrkr          831
## 256           1010    GasA       Good           Y      SBrkr         1052
## 257            870    GasA       Good           Y      SBrkr          965
## 258            878    GasA  Excellent           Y      SBrkr          892
## 259            804    GasA  Excellent           Y      SBrkr          804
## 260           1026    GasA  Excellent           Y      SBrkr         1026
## 261            689    GasA  Excellent           Y      SBrkr          689
## 262            894    GasA    Typical           Y      SBrkr          894
## 263            876    GasA    Typical           Y      SBrkr          876
## 264           1978    GasA  Excellent           Y      SBrkr         1978
## 265           1581    GasA  Excellent           Y      SBrkr         1601
## 266            941    GasA  Excellent           Y      SBrkr          941
## 267           1040    GasA  Excellent           Y      SBrkr         1044
## 268           1649    GasA  Excellent           Y      SBrkr         1661
## 269            848    GasA  Excellent           Y      SBrkr          848
## 270            848    GasA  Excellent           Y      SBrkr          848
## 271           1657    GasA  Excellent           Y      SBrkr         1668
## 272           1473    GasA  Excellent           Y      SBrkr         1484
## 273           1414    GasA  Excellent           Y      SBrkr         1414
## 274              0    GasA    Typical           N      SBrkr          640
## 277           1196    GasA    Typical           Y      SBrkr         1196
## 278            744    GasA  Excellent           N      FuseF          792
## 279           1008    GasA    Typical           Y      SBrkr         1096
## 280           1029    GasA    Typical           Y      SBrkr         1117
## 281            960    GasA  Excellent           Y      SBrkr          960
## 282           1121    GasA  Excellent           Y      SBrkr         1121
## 283            735    GasA    Typical           Y      FuseA          798
## 285           1216    GasA  Excellent           Y      FuseA         1526
## 286           1107    GasA       Fair           N      FuseA         1296
## 287            806    GasA    Typical           N      FuseF          841
## 288            864    GasA    Typical           N      FuseF          864
## 289           1026    GasA    Typical           Y      SBrkr         1026
## 290            856    GasA    Typical           Y      SBrkr          856
## 293            804    GasA  Excellent           Y      SBrkr         1699
## 294           1528    GasA  Excellent           Y      SBrkr         1225
## 295           1032    GasA  Excellent           Y      SBrkr         1102
## 296           1152    GasA  Excellent           Y      SBrkr         1188
## 297           1902    GasA    Typical           Y      SBrkr         1902
## 298            423    GasA  Excellent           Y      SBrkr          896
## 299            982    GasA       Good           Y      SBrkr         1034
## 300           1191    GasA       Good           Y      SBrkr         1191
## 301           1501    GasA    Typical           Y      SBrkr         1801
## 302            796    GasA       Good           Y      SBrkr          796
## 304            629    GasA       Fair           Y      SBrkr          727
## 305            698    GasA    Typical           Y      FuseA          698
## 306            859    GasA       Good           Y      SBrkr          859
## 307            540    GasA    Typical           N      FuseA         1044
## 308            756    GasA       Good           Y      SBrkr          952
## 309           1594    GasA  Excellent           Y      SBrkr         1646
## 310           1049    GasA  Excellent           Y      SBrkr         1036
## 311           1243    GasA    Typical           Y      SBrkr         1285
## 312           1560    GasA  Excellent           Y      SBrkr         1560
## 313           1012    GasA    Typical           Y      SBrkr         1034
## 314           1958    GasA    Typical           Y      SBrkr         2048
## 315            747    GasA    Typical           Y      SBrkr         1687
## 316           1336    GasA  Excellent           Y      SBrkr         1346
## 317           1214    GasA  Excellent           Y      SBrkr         1214
## 318            384    GasA       Good           Y      SBrkr          744
## 319            774    GasA  Excellent           Y      SBrkr          774
## 320            817    GasA  Excellent           Y      SBrkr          824
## 321            967    GasA  Excellent           Y      SBrkr          993
## 322           2002    GasA  Excellent           Y      SBrkr         2018
## 323           1068    GasA    Typical           Y      SBrkr         1264
## 324           1430    GasA  Excellent           Y      SBrkr         1430
## 325            912    GasA    Typical           Y      SBrkr          912
## 326           1344    GasA  Excellent           Y      SBrkr         1344
## 327            546    GasA    Typical           Y      SBrkr          546
## 328            945    GasA  Excellent           Y      SBrkr          945
## 329            536    GasA    Typical           Y      SBrkr          536
## 330            546    GasA  Excellent           Y      SBrkr          546
## 331            630    GasA  Excellent           Y      SBrkr          630
## 332            546    GasA  Excellent           Y      SBrkr          546
## 333            546    GasA    Typical           Y      SBrkr          546
## 334            864    GasA  Excellent           Y      SBrkr          874
## 335           1188    GasA    Typical           Y      SBrkr         1188
## 336            833    GasA    Typical           Y      SBrkr          833
## 338            624    GasA       Good           Y      SBrkr          624
## 339            864    GasA    Typical           Y      SBrkr          864
## 340           1679    GasA  Excellent           Y      SBrkr         1803
## 341           1152    GasA  Excellent           Y      SBrkr         1152
## 342            882    GasA    Typical           Y      SBrkr          882
## 343           1434    GasA    Typical           Y      SBrkr         1434
## 344           1952    GasA       Good           Y      SBrkr         2000
## 345            945    GasA  Excellent           Y      SBrkr          945
## 346           1008    GasA  Excellent           Y      SBrkr         1008
## 347            384    GasA       Good           Y      SBrkr          958
## 348           1746    GasA  Excellent           Y      SBrkr         1746
## 349            384    GasA       Good           Y      SBrkr          804
## 350           2208    GasA  Excellent           Y      SBrkr         2522
## 351           1501    GasA  Excellent           Y      SBrkr         1659
## 352           1418    GasA  Excellent           Y      SBrkr         1478
## 353           1587    GasA  Excellent           Y      SBrkr         1734
## 354            384    GasA       Good           Y      SBrkr          751
## 355            832    GasA       Good           Y      SBrkr          885
## 356            952    GasA       Good           Y      SBrkr          952
## 357            799    GasA       Good           Y      SBrkr          799
## 358            680    GasA       Good           Y      SBrkr          680
## 359            707    GasA       Good           Y      SBrkr          707
## 360           1181    GasA  Excellent           Y      SBrkr         1190
## 361            808    GasA       Good           Y      SBrkr          808
## 362            702    GasA       Good           Y      SBrkr          702
## 363           1158    GasA       Good           Y      SBrkr         1167
## 364            978    GasA  Excellent           Y      SBrkr         1005
## 365           1424    GasA  Excellent           Y      SBrkr         1442
## 366           1220    GasA       Good           Y      SBrkr         1360
## 367           2216    GasA  Excellent           Y      SBrkr         2234
## 368           2046    GasA  Excellent           Y      SBrkr         2046
## 369           1530    GasA  Excellent           Y      SBrkr         1530
## 370           1122    GasA  Excellent           Y      SBrkr          946
## 371            845    GasA    Typical           Y      SBrkr         1153
## 372           1362    GasA    Typical           Y      SBrkr         1586
## 373           1386    GasA    Typical           Y      SBrkr         1411
## 374           1602    GasA       Good           Y      SBrkr         1602
## 376           1427    GasA    Typical           Y      SBrkr         1671
## 377           1043    GasA    Typical           Y      SBrkr         1539
## 378           1372    GasA    Typical           Y      SBrkr         1472
## 379           1140    GasA       Good           Y      SBrkr         1707
## 381           1271    GasA    Typical           Y      SBrkr         1601
## 382           1090    GasA    Typical           Y      SBrkr         1370
## 383            780    GasA  Excellent           Y      SBrkr         1088
## 384            926    GasA  Excellent           Y      SBrkr         1016
## 385            832    GasA  Excellent           Y      SBrkr          832
## 387            972    GasA  Excellent           Y      SBrkr          972
## 388           1621    GasA    Typical           Y      SBrkr         1621
## 389           1116    GasA  Excellent           Y      SBrkr         1116
## 390           1176    GasA       Fair           Y      SBrkr         1193
## 391           1064    GasA    Typical           Y      SBrkr         1350
## 392            689    GasA    Typical           Y      SBrkr         1378
## 393            896    GasA    Typical           Y      SBrkr          896
## 394           1002    GasA    Typical           Y      SBrkr         1002
## 395           1026    GasA       Good           Y      SBrkr         1026
## 396           1180    GasA    Typical           Y      SBrkr         1180
## 397           1043    GasA  Excellent           Y      SBrkr         1050
## 398            864    GasA    Typical           Y      SBrkr          864
## 399            864    GasA    Typical           Y      SBrkr          864
## 400            864    GasA  Excellent           Y      SBrkr          864
## 401            864    GasA       Good           Y      SBrkr          864
## 402            864    GasA       Good           Y      SBrkr          864
## 403            483    GasA    Typical           Y      SBrkr          483
## 404            765    GasA    Typical           Y      SBrkr          765
## 405            630    GasA    Typical           Y      SBrkr          630
## 406            483    GasA    Typical           Y      SBrkr          483
## 407            483    GasA       Good           Y      SBrkr          483
## 408            630    GasA    Typical           Y      SBrkr          630
## 409            958    GasA    Typical           Y      SBrkr          958
## 410            804    GasA    Typical           Y      SBrkr          804
## 411            855    GasA    Typical           Y      SBrkr          855
## 412           1057    GasA    Typical           Y      SBrkr         1055
## 413            855    GasA    Typical           Y      SBrkr          855
## 414            855    GasA    Typical           Y      SBrkr          855
## 415            804    GasA    Typical           Y      SBrkr          804
## 416            855    GasA    Typical           Y      SBrkr          855
## 417            855    GasA    Typical           Y      SBrkr          855
## 418            836    GasA    Typical           Y      SBrkr          836
## 419            892    GasA    Typical           Y      SBrkr          892
## 420            864    GasA  Excellent           Y      SBrkr         1120
## 421           1700    GasA  Excellent           Y      SBrkr         1718
## 422           1776    GasA  Excellent           Y      SBrkr         1794
## 423           1926    GasA  Excellent           Y      SBrkr         1966
## 424           3094    GasA  Excellent           Y      SBrkr         2402
## 425           1652    GasA  Excellent           Y      SBrkr         1652
## 426           1566    GasA  Excellent           Y      SBrkr         1600
## 427           2042    GasA  Excellent           Y      SBrkr         2042
## 428           1365    GasA  Excellent           Y      SBrkr         1365
## 429           1104    GasA  Excellent           Y      SBrkr         1130
## 430           2020    GasA  Excellent           Y      SBrkr         2020
## 431           2006    GasA  Excellent           Y      SBrkr         2020
## 434           1734    GasA  Excellent           Y      SBrkr         1734
## 435           1736    GasA  Excellent           Y      SBrkr         1736
## 436           1782    GasA  Excellent           Y      SBrkr         1782
## 437           1508    GasA  Excellent           Y      SBrkr         1508
## 438           1709    GasA  Excellent           Y      SBrkr         1717
## 440           1713    GasA  Excellent           Y      SBrkr         1713
## 441           1504    GasA  Excellent           Y      SBrkr         1531
## 442           1774    GasA  Excellent           Y      SBrkr         1808
## 443           1462    GasA  Excellent           Y      SBrkr         1462
## 444           1836    GasA  Excellent           Y      SBrkr         1836
## 445           3206    GasA  Excellent           Y      SBrkr         1629
## 446           1760    GasA  Excellent           Y      SBrkr         1760
## 447           1502    GasA  Excellent           Y      SBrkr         1502
## 448           2392    GasA  Excellent           Y      SBrkr         2392
## 449           2452    GasA  Excellent           Y      SBrkr         2452
## 450           1082    GasA  Excellent           Y      SBrkr         1105
## 451           1598    GasA       Good           Y      SBrkr         1606
## 452           1358    GasA  Excellent           Y      SBrkr         1358
## 453           1306    GasA  Excellent           Y      SBrkr         1306
## 454           1306    GasA  Excellent           Y      SBrkr         1306
## 455           1350    GasA  Excellent           Y      SBrkr         1358
## 456           1314    GasA  Excellent           Y      SBrkr         1314
## 457           2492    GasA  Excellent           Y      SBrkr         2492
## 458           2200    GasA  Excellent           Y      SBrkr         2200
## 459           1884    GasA  Excellent           Y      SBrkr         1884
## 460           1451    GasA  Excellent           Y      SBrkr         1456
## 461           1712    GasA  Excellent           Y      SBrkr         1712
## 462           1324    GasA  Excellent           Y      SBrkr         1324
## 463           1405    GasA  Excellent           Y      SBrkr         1405
## 464            764    GasA  Excellent           Y      SBrkr          764
## 465            728    GasA  Excellent           Y      SBrkr          728
## 466            745    GasA  Excellent           Y      SBrkr          745
## 467            742    GasA  Excellent           Y      SBrkr          742
## 468            684    GasA  Excellent           Y      SBrkr          684
## 469           1373    GasA  Excellent           Y      SBrkr         1555
## 470           1386    GasA  Excellent           Y      SBrkr         1569
## 471           1373    GasA  Excellent           Y      SBrkr         1555
## 472           1346    GasA  Excellent           Y      SBrkr         1504
## 473           1220    GasA  Excellent           Y      SBrkr         1220
## 474           1145    GasA  Excellent           Y      SBrkr         1145
## 475            716    GasA  Excellent           Y      SBrkr          716
## 477            384    GasA  Excellent           Y      SBrkr          744
## 478            868    GasA  Excellent           Y      SBrkr          868
## 479            408    GasA  Excellent           Y      SBrkr          779
## 480            846    GasA  Excellent           Y      SBrkr          846
## 481            782    GasA  Excellent           Y      SBrkr          806
## 482            698    GasA  Excellent           Y      SBrkr          698
## 484            952    GasA  Excellent           Y      SBrkr          980
## 485            870    GasA  Excellent           Y      SBrkr          878
## 486            992    GasA  Excellent           Y      SBrkr         1022
## 487            384    GasA  Excellent           Y      SBrkr          744
## 488            982    GasA  Excellent           Y      SBrkr         1007
## 489            794    GasA  Excellent           Y      SBrkr          819
## 490            384    GasA  Excellent           Y      SBrkr          774
## 492            841    GasA  Excellent           Y      SBrkr          892
## 494            384    GasA  Excellent           Y      SBrkr          774
## 495           1252    GasA  Excellent           Y      SBrkr         1268
## 496           1462    GasA  Excellent           Y      SBrkr         1490
## 497           1455    GasA  Excellent           Y      SBrkr         1466
## 498           1284    GasA  Excellent           Y      SBrkr         1310
## 499           1225    GasA  Excellent           Y      SBrkr         1276
## 500           1264    GasA  Excellent           Y      SBrkr         1277
## 501           2024    GasA  Excellent           Y      SBrkr         2063
## 502           1347    GasA  Excellent           Y      SBrkr         1372
## 503           1070    GasA  Excellent           Y      SBrkr         1094
## 504           1173    GasA  Excellent           Y      SBrkr         1215
## 505           1629    GasA  Excellent           Y      SBrkr         1686
## 506            973    GasA  Excellent           Y      SBrkr          979
## 507           1468    GasA  Excellent           Y      SBrkr         1468
## 508           1696    GasA  Excellent           Y      SBrkr         1696
## 509           1614    GasA  Excellent           Y      SBrkr         1658
## 510           1573    GasA  Excellent           Y      SBrkr         1578
## 511           1702    GasA  Excellent           Y      SBrkr         1702
## 512           1422    GasA  Excellent           Y      SBrkr         1432
## 513           1113    GasA  Excellent           Y      SBrkr         1113
## 515            900    GasA  Excellent           Y      SBrkr          932
## 516            768    GasA  Excellent           Y      SBrkr          786
## 517           1218    GasA  Excellent           Y      SBrkr         1218
## 518           1436    GasA  Excellent           Y      SBrkr         1436
## 519           1300    GasA  Excellent           Y      SBrkr         1314
## 520           1402    GasA  Excellent           Y      SBrkr         1402
## 521           1530    GasA  Excellent           Y      SBrkr         1530
## 522           1766    GasA  Excellent           Y      SBrkr         1766
## 523           1372    GasA  Excellent           Y      SBrkr         1448
## 524           1017    GasA  Excellent           Y      SBrkr         1026
## 525            900    GasA  Excellent           Y      SBrkr          909
## 526           1082    GasA  Excellent           Y      SBrkr         1082
## 527           1092    GasA  Excellent           Y      SBrkr         1112
## 528           1836    GasA  Excellent           Y      SBrkr         1836
## 529           1652    GasA  Excellent           Y      SBrkr         1662
## 530            912    GasA  Excellent           Y      SBrkr          912
## 531           1221    GasA  Excellent           Y      SBrkr         1221
## 532           1553    GasA  Excellent           Y      SBrkr         1553
## 533            812    GasA  Excellent           Y      SBrkr          812
## 534           1218    GasA  Excellent           Y      SBrkr         1218
## 535           1141    GasA  Excellent           Y      SBrkr         1141
## 536           1158    GasA  Excellent           Y      SBrkr         1158
## 537            835    GasA  Excellent           Y      SBrkr          871
## 538           1512    GasA  Excellent           Y      SBrkr         1512
## 539           1176    GasA  Excellent           Y      SBrkr         1200
## 540           1114    GasA  Excellent           Y      SBrkr         1114
## 541           1114    GasA  Excellent           Y      SBrkr         1114
## 542           1114    GasA  Excellent           Y      SBrkr         1114
## 543           1450    GasA  Excellent           Y      SBrkr         1450
## 544            913    GasA  Excellent           Y      SBrkr          913
## 545           1844    GasA  Excellent           Y      SBrkr         1844
## 546           1454    GasA  Excellent           Y      SBrkr         1434
## 547            816    GasA  Excellent           Y      SBrkr          833
## 548            626    GasA    Typical           Y      SBrkr          626
## 549           1332    GasA       Good           Y      SBrkr         1332
## 550            754    GasA  Excellent           Y      SBrkr          754
## 551            676    GasA    Typical           Y      SBrkr          698
## 552              0    GasA    Typical           Y      SBrkr          964
## 553            721    GasA       Good           Y      SBrkr          841
## 554            784    GasA    Typical           N      FuseA          784
## 555            980    GasA       Good           Y      SBrkr          980
## 556            980    GasA    Typical           Y      SBrkr          980
## 557            864    GasA  Excellent           Y      SBrkr          864
## 558            864    GasA    Typical           Y      SBrkr          864
## 560            912    GasA  Excellent           Y      SBrkr          912
## 561            864    GasA  Excellent           Y      SBrkr         1144
## 562            864    GasA       Good           Y      SBrkr          864
## 563            912    GasA       Good           Y      SBrkr          912
## 564           2014    GasA       Good           Y      SBrkr         2014
## 565            975    GasA  Excellent           Y      SBrkr          975
## 566           1376    GasA  Excellent           Y      SBrkr         1376
## 567            612    GasA  Excellent           Y      SBrkr          612
## 568            612    GasA  Excellent           Y      SBrkr          612
## 569           1726    GasA  Excellent           Y      SBrkr         1726
## 570           1145    GasA  Excellent           Y      SBrkr         1256
## 571            729    GasA       Good           Y      SBrkr          742
## 572            756    GasA  Excellent           Y      SBrkr          756
## 573            691    GasA  Excellent           Y      SBrkr          713
## 574            970    GasA  Excellent           Y      SBrkr          983
## 575           1694    GasA  Excellent           Y      SBrkr         1694
## 577           1740    GasA    Typical           Y      SBrkr         1740
## 578            392    GasA  Excellent           Y      SBrkr         1487
## 579           1281    GasA  Excellent           Y      SBrkr         1620
## 580            727    GasA  Excellent           Y      SBrkr          829
## 581           1442    GasA    Typical           Y      SBrkr         1442
## 582           1489    GasA       Good           Y      SBrkr         1489
## 583           1107    GasA  Excellent           Y      SBrkr         1107
## 584            752    GasA    Typical           Y      SBrkr         1285
## 585            723    GasA    Typical           Y      SBrkr          735
## 586            932    GasA       Good           Y      SBrkr         1271
## 587           1680    GasA       Fair           Y      SBrkr         1724
## 588           1288    GasA    Typical           Y      SBrkr         1336
## 589           1216    GasA    Typical           Y      SBrkr         1216
## 590            908    GasA  Excellent           Y      SBrkr         1316
## 591           1350    GasA    Typical           Y      SBrkr         1334
## 592           1650    GasA  Excellent           Y      SBrkr         1680
## 593            810    GasA  Excellent           Y      SBrkr          810
## 594            864    GasA    Typical           Y      SBrkr          864
## 595           1568    GasA    Typical           Y      SBrkr         1568
## 596            925    GasA  Excellent           Y      SBrkr          925
## 597           1165    GasA       Good           Y      SBrkr         1165
## 598           1232    GasA       Fair           Y      SBrkr         1320
## 599           1372    GasA    Typical           Y      SBrkr         1342
## 600            894    GasA       Good           Y      SBrkr          894
## 601            864    GasA  Excellent           Y      SBrkr          864
## 603           1040    GasA    Typical           Y      SBrkr         1362
## 604           1048    GasA       Fair           Y      SBrkr         1728
## 605           1584    GasA    Typical           Y      SBrkr         1776
## 606           1516    GasA    Typical           Y      SBrkr         1516
## 607           1313    GasA    Typical           Y      SBrkr         1313
## 608           1292    GasA    Typical           Y      SBrkr         1292
## 609           1154    GasA  Excellent           Y      SBrkr         1154
## 610            744    GasA    Typical           Y      SBrkr          825
## 611           1127    GasA    Typical           Y      SBrkr         1445
## 612           1041    GasA  Excellent           Y      SBrkr         1041
## 613           1208    GasA  Excellent           Y      SBrkr         1576
## 614            960    GasA       Good           Y      SBrkr          960
## 615            420    GasA       Good           Y      SBrkr          708
## 616            709    GasA    Typical           Y      SBrkr          979
## 617           1505    GasA  Excellent           Y      SBrkr         1505
## 619           1416    GasA    Typical           Y      SBrkr         1644
## 620           1050    GasA       Good           Y      SBrkr         1050
## 621            856    GasA  Excellent           Y      SBrkr         1112
## 622           1113    GasA       Good           Y      SBrkr         1113
## 623           1584    GasA    Typical           Y      SBrkr         1584
## 624           1453    GasA  Excellent           Y      SBrkr         1453
## 625           1394    GasA       Good           Y      SBrkr         1394
## 626           1562    GasA       Good           Y      SBrkr         1567
## 627            768    GasA    Typical           Y      SBrkr         1186
## 628            896    GasA    Typical           Y      SBrkr         1182
## 630            715    GasA       Good           Y      SBrkr         1281
## 631           1169    GasA    Typical           Y      SBrkr         1144
## 632           1478    GasA       Good           Y      SBrkr         1478
## 633           1329    GasA       Good           Y      SBrkr         1329
## 634            988    GasA    Typical           Y      SBrkr          988
## 635           1240    GasA       Good           Y      SBrkr         1632
## 636           1215    GasA    Typical           Y      FuseA         1215
## 637           1202    GasA    Typical           Y      SBrkr         1202
## 638           1382    GasA       Good           Y      FuseA         1382
## 639           1200    GasA    Typical           Y      SBrkr         1200
## 640           1362    GasA    Typical           Y      SBrkr         1382
## 641           1297    GasA       Good           Y      SBrkr         1297
## 642           1866    GasA  Excellent           Y      SBrkr         1866
## 643           1062    GasA       Good           Y      SBrkr         1062
## 644            608    GasA    Typical           Y      SBrkr         1319
## 645            631    GasA    Typical           Y      FuseA         1112
## 646           1005    GasA    Typical           Y      SBrkr         1005
## 647           1008    GasA  Excellent           Y      SBrkr         1363
## 648            793    GasA    Typical           Y      SBrkr          793
## 649           1031    GasA       Good           Y      SBrkr         1031
## 650              0    GasA    Typical           Y      FuseA         1210
## 652            699    GasA  Excellent           Y      FuseA          801
## 653           1200    GasA    Typical           Y      SBrkr         1200
## 654            972    GasA  Excellent           Y      SBrkr          972
## 655            792    GasA       Good           Y      FuseA          792
## 656            660    GasA  Excellent           Y      SBrkr          808
## 657            676    GasA  Excellent           Y      SBrkr          676
## 658            405    GasA       Good           Y      SBrkr          717
## 659            768    GasA  Excellent           Y      SBrkr          792
## 660           1054    GasA  Excellent           Y      SBrkr         1078
## 661           1313    GasA    Typical           Y      SBrkr         1313
## 662            560    GasA  Excellent           Y      SBrkr          930
## 663            416    GasA       Good           N      FuseA          599
## 665            720    GasA    Typical           N      SBrkr          846
## 666            630    GasA    Typical           Y      FuseA          725
## 667           1248    GasA    Typical           Y      SBrkr         1248
## 668           1380    GasA       Fair           Y      SBrkr         1380
## 669           1040    GasA       Good           Y      SBrkr         1040
## 670           1248    GasA    Typical           Y      SBrkr         1338
## 671            951    GasA       Good           Y      SBrkr          951
## 672           1105    GasA       Good           Y      FuseA         1105
## 673            992    GasA    Typical           Y      SBrkr         1306
## 674           1478    GasA  Excellent           Y      FuseA         1478
## 675            160    GasA       Fair           Y      SBrkr         1142
## 678            795    GasA       Good           N      SBrkr          765
## 680           1208    GasA       Good           Y      FuseA         1136
## 681           1041    GasA       Good           Y      SBrkr         1041
## 682           1029    GasA    Typical           Y      SBrkr         1339
## 683            732    GasA    Typical           Y      SBrkr          732
## 684            528    GasA    Typical           Y      SBrkr         1183
## 685           1148    GasA    Typical           Y      SBrkr         1148
## 686            832    GasA    Typical           Y      FuseF          832
## 687            864    GasA    Typical           Y      SBrkr         1064
## 688            780    GasA    Typical           Y      SBrkr          993
## 689            941    GasA       Good           Y      SBrkr          941
## 690           1045    GasA    Typical           Y      SBrkr         1045
## 691            894    GasA       Good           N      SBrkr          894
## 692            818    GasA    Typical           Y      SBrkr          818
## 693            440    GasA       Good           Y      SBrkr          682
## 694            901    GasA       Good           Y      SBrkr          861
## 695            972    GasA       Good           N      FuseA          972
## 696            676    GasA  Excellent           Y      SBrkr          676
## 697            240    GasA    Typical           Y      SBrkr          810
## 698            504    GasA  Excellent           Y      SBrkr          764
## 699            690    GasA    Typical           Y      FuseA          868
## 700            994    GasA    Typical           N      SBrkr         1378
## 702            960    GasA       Good           Y      SBrkr          960
## 703            651    GasA       Good           Y      SBrkr          707
## 704            801    GasA       Good           N      SBrkr          801
## 705            936    GasA    Typical           N      SBrkr          936
## 706            768    GasA    Typical           Y      FuseA          768
## 707            811    GasA    Typical           Y      FuseA          811
## 709              0    GasA       Fair           N      FuseA          612
## 711            190    GasA       Good           Y      FuseA          886
## 712            624    GasA    Typical           Y      SBrkr          792
## 713            736    GasA       Good           Y      SBrkr          736
## 714            677    GasA    Typical           Y      SBrkr          833
## 715            720    GasA    Typical           Y      SBrkr          720
## 717           1240    GasW    Typical           N      SBrkr         1320
## 718            917    GasA       Good           Y      FuseA         1090
## 719            624    GasA  Excellent           Y      SBrkr          664
## 720            916    GasA       Good           Y      SBrkr          916
## 721            624    GasA  Excellent           Y      SBrkr          816
## 722            650    GasA  Excellent           Y      SBrkr          832
## 724           1088    GasA    Typical           Y      SBrkr         1188
## 726            741    GasA  Excellent           Y      SBrkr          780
## 727            720    GasA    Typical           N      FuseA          720
## 728            245    GasA    Typical           N      SBrkr          797
## 729           1324    GasA  Excellent           Y      SBrkr         1072
## 730           1022    GasA    Typical           N      FuseA         1432
## 731            952    GasW       Good           N      SBrkr          952
## 732            297    GasA  Excellent           Y      SBrkr         1001
## 734            672    GasA    Typical           Y      SBrkr          757
## 735            698    GasA    Typical           Y      SBrkr          786
## 736            884    GasA  Excellent           Y      SBrkr          884
## 737            780    GasA  Excellent           Y      FuseF          825
## 738            468    GasA       Good           Y      SBrkr          822
## 739            884    GasA       Good           Y      SBrkr          904
## 740           1145    GasA    Typical           Y      SBrkr         1301
## 741            927    GasA    Typical           Y      SBrkr         1067
## 742            884    GasA  Excellent           Y      SBrkr          989
## 744            715    GasA    Typical           Y      FuseA          875
## 745            960    GasA       Good           Y      SBrkr          995
## 746            952    GasA    Typical           Y      FuseA          994
## 747           1072    GasA    Typical           Y      SBrkr         1072
## 748            844    GasA       Good           N      FuseA         1445
## 749            728    GasA    Typical           N      SBrkr         1136
## 750           1048    GasA       Good           Y      FuseA         1048
## 751            910    GasA  Excellent           Y      SBrkr          916
## 752            672    GasA       Fair           Y      SBrkr         1272
## 755            720    GasA       Fair           Y      SBrkr         1146
## 756            780    GasA    Typical           Y      FuseA          848
## 757            483    GasA  Excellent           Y      SBrkr          741
## 758           1020    GasA    Typical           N      FuseF          978
## 759           1204    GasA    Typical           Y      FuseA         1204
## 760            858    GasA    Typical           Y      SBrkr          892
## 761            698    GasA  Excellent           Y      FuseF          754
## 762            560    GasA  Excellent           Y      FuseA          704
## 763           1200    GasA    Typical           Y      SBrkr         1200
## 764           1200    GasA    Typical           Y      SBrkr         1200
## 765           1152    GasA    Typical           Y      SBrkr         1152
## 767            672    GasA    Typical           N      SBrkr          697
## 769            520    GasA  Excellent           Y      SBrkr         1464
## 770           1121    GasA    Typical           Y      SBrkr         1121
## 771            918    GasA       Good           Y      SBrkr          918
## 772           1052    GasA    Typical           Y      SBrkr         1052
## 773            864    GasA  Excellent           Y      SBrkr          899
## 774            456    GasA    Typical           Y      SBrkr         1034
## 775            858    GasA    Typical           Y      SBrkr          858
## 776            840    GasA    Typical           Y      SBrkr          860
## 777           1092    GasA    Typical           Y      SBrkr         1092
## 778            552    GasA    Typical           Y      SBrkr          904
## 779           1138    GasA  Excellent           Y      SBrkr         1138
## 780            825    GasA  Excellent           Y      SBrkr         2071
## 782           1104    GasA  Excellent           Y      FuseA         1104
## 783           1437    GasA  Excellent           Y      SBrkr         1473
## 784           1134    GasA  Excellent           Y      FuseA         1229
## 785            861    GasA  Excellent           Y      SBrkr          861
## 786           1617    GasA  Excellent           Y      FuseA         1867
## 787              0    GasA  Excellent           Y      FuseA         1733
## 788              0    GasA    Typical           Y      SBrkr         1383
## 789           1436    GasA       Fair           Y      SBrkr         1689
## 790           1073    GasA    Typical           Y      FuseA         1073
## 792            747    GasA  Excellent           Y      SBrkr          892
## 793            672    GasA    Typical           Y      SBrkr          672
## 794           1089    GasW    Typical           Y      SBrkr         1089
## 795              0    GasA  Excellent           N      SBrkr          845
## 796           1049    GasA    Typical           Y      SBrkr         1049
## 797            768    GasA       Good           Y      SBrkr         1148
## 798            560    GasA    Typical           Y      SBrkr          698
## 800           1054    GasA       Good           Y      SBrkr         1061
## 801            520    GasA       Good           Y      SBrkr         1338
## 802           1496    GasA  Excellent           Y      SBrkr         1496
## 803           2158    GasA       Good           Y      SBrkr         2196
## 804            740    GasA  Excellent           Y      SBrkr         1006
## 805           1079    GasA  Excellent           Y      SBrkr         1079
## 806           1128    GasA  Excellent           Y      SBrkr         1142
## 807              0    GasA  Excellent           Y      SBrkr         1288
## 808              0    GasA    Typical           Y      SBrkr         1535
## 809           1086    GasA    Typical           Y      SBrkr         1224
## 810              0    GasA    Typical           Y      SBrkr         1114
## 811              0    GasA    Typical           Y      SBrkr         1535
## 812              0    GasA    Typical           Y      SBrkr         1535
## 813              0    GasA    Typical           Y      SBrkr         1120
## 814           1094    GasA    Typical           Y      SBrkr         1229
## 815              0    GasA    Typical           Y      SBrkr         1513
## 816           1168    GasA  Excellent           Y      SBrkr         1168
## 817           1168    GasA  Excellent           Y      SBrkr         1168
## 818           1168    GasA  Excellent           Y      SBrkr         1168
## 819           1555    GasA  Excellent           Y      SBrkr         1680
## 820           1705    GasA  Excellent           Y      SBrkr         1718
## 821           1622    GasA  Excellent           Y      SBrkr         1630
## 822           1720    GasA  Excellent           Y      SBrkr         1720
## 823           1468    GasA  Excellent           Y      SBrkr         1468
## 824            866    GasA  Excellent           Y      SBrkr          866
## 825           1838    GasA  Excellent           Y      SBrkr         1838
## 826           1800    GasA  Excellent           Y      SBrkr         1800
## 827           1604    GasA  Excellent           Y      SBrkr         1604
## 828           1282    GasA  Excellent           Y      SBrkr         1290
## 829           1254    GasA  Excellent           Y      SBrkr         1254
## 830           1232    GasA  Excellent           Y      SBrkr         1232
## 831           1498    GasA  Excellent           Y      SBrkr         1498
## 832            704    GasA  Excellent           Y      SBrkr          704
## 833           1518    GasA       Good           Y      SBrkr         1644
## 834           1449    GasA       Good           Y      SBrkr          944
## 835           1013    GasA    Typical           Y      SBrkr         1160
## 836           1040    GasA       Good           Y      SBrkr         1040
## 837            990    GasA  Excellent           Y      SBrkr          990
## 838            928    GasA  Excellent           Y      SBrkr          928
## 840           1463    GasA  Excellent           Y      SBrkr         1463
## 841           1097    GasA  Excellent           Y      SBrkr         1097
## 842            990    GasA  Excellent           Y      SBrkr          990
## 843            866    GasA  Excellent           Y      SBrkr          866
## 844           1490    GasA  Excellent           Y      SBrkr         1501
## 845           1431    GasA  Excellent           Y      SBrkr         1431
## 846            928    GasA  Excellent           Y      SBrkr          928
## 847            831    GasA  Excellent           Y      SBrkr          831
## 848           1573    GasA  Excellent           Y      SBrkr         1573
## 849            944    GasA  Excellent           Y      SBrkr          944
## 850           1413    GasA  Excellent           Y      SBrkr         1430
## 851           1431    GasA  Excellent           Y      SBrkr         1444
## 852           1492    GasA  Excellent           Y      SBrkr         1492
## 853           1040    GasA    Typical           Y      SBrkr         1040
## 854            907    GasA    Typical           Y      SBrkr          907
## 855            914    GasA    Typical           Y      SBrkr          914
## 856           1040    GasA    Typical           Y      SBrkr         1040
## 857            864    GasA  Excellent           Y      SBrkr          864
## 858           1268    GasA    Typical           Y      SBrkr         1268
## 859            864    GasA  Excellent           Y      SBrkr          864
## 860            894    GasA    Typical           Y      SBrkr          894
## 861            768    GasA       Good           Y      SBrkr          768
## 862            768    GasA    Typical           Y      SBrkr          768
## 863           1569    GasA  Excellent           Y      SBrkr         1611
## 864           1068    GasA  Excellent           Y      SBrkr         1068
## 865           1753    GasA  Excellent           Y      SBrkr         1788
## 866           1299    GasA  Excellent           Y      SBrkr         1299
## 867           1440    GasA  Excellent           Y      SBrkr         1476
## 868            840    GasA  Excellent           Y      SBrkr          840
## 869            944    GasA  Excellent           Y      SBrkr          944
## 870           1462    GasA  Excellent           Y      SBrkr         1513
## 871           1504    GasA  Excellent           Y      SBrkr         1504
## 872           1822    GasA  Excellent           Y      SBrkr         1828
## 873           1417    GasA  Excellent           Y      SBrkr         1417
## 874           1057    GasA  Excellent           Y      SBrkr         1057
## 875            880    GasA  Excellent           Y      SBrkr          909
## 876           1212    GasA  Excellent           Y      SBrkr         1212
## 877           1630    GasA  Excellent           Y      SBrkr         1630
## 878            848    GasA  Excellent           Y      SBrkr          848
## 879            848    GasA  Excellent           Y      SBrkr          848
## 880           1578    GasA  Excellent           Y      SBrkr         1602
## 881            864    GasA  Excellent           Y      SBrkr          864
## 882           1500    GasA  Excellent           Y      SBrkr         1500
## 883            738    GasA  Excellent           Y      SBrkr          738
## 884            608    GasA  Excellent           Y      SBrkr          608
## 885              0    GasA  Excellent           Y      SBrkr         1126
## 886           1486    GasA  Excellent           Y      SBrkr         1486
## 887            816    GasA  Excellent           Y      SBrkr          816
## 888              0    GasA  Excellent           Y      SBrkr          495
## 889            690    GasA    Typical           Y      SBrkr          698
## 890           1014    GasA    Typical           Y      SBrkr         1149
## 891           1041    GasA  Excellent           Y      SBrkr         1125
## 892           1698    GasA  Excellent           Y      SBrkr         1698
## 894            698    GasA  Excellent           Y      SBrkr          698
## 895            876    GasA    Typical           Y      FuseA          876
## 896           1078    GasA    Typical           Y      FuseA         1368
## 898            864    GasA  Excellent           Y      SBrkr          864
## 900           1678    GasA    Typical           Y      SBrkr         1678
## 901           1150    GasA  Excellent           Y      SBrkr         1560
## 902            672    GasA  Excellent           Y      FuseA          960
## 904            720    GasA  Excellent           Y      SBrkr          854
## 905            984    GasA  Excellent           Y      SBrkr          984
## 906            832    GasA    Typical           Y      SBrkr          832
## 907            793    GasA  Excellent           Y      SBrkr          848
## 908            290    GasA    Typical           N      FuseF          438
## 909            778    GasA    Typical           Y      SBrkr          944
## 911            583    GasA       Good           Y      FuseF          647
## 912           1122    GasA    Typical           Y      SBrkr         1328
## 913            816    GasA  Excellent           Y      SBrkr         1232
## 914            976    GasA  Excellent           Y      SBrkr         1160
## 915            560    GasA  Excellent           Y      SBrkr          575
## 917            861    GasA       Good           Y      SBrkr          877
## 918            600    GasA  Excellent           Y      SBrkr          628
## 919           1276    GasA  Excellent           Y      SBrkr         1276
## 920            840    GasA  Excellent           Y      SBrkr          840
## 921            771    GasA       Fair           Y      SBrkr          753
## 922            728    GasA  Excellent           Y      SBrkr          976
## 923           1273    GasA  Excellent           Y      SBrkr         1273
## 924            876    GasA  Excellent           Y      SBrkr          964
## 925            731    GasA  Excellent           Y      SBrkr          820
## 926            920    GasA  Excellent           Y      SBrkr         1240
## 927           1112    GasA  Excellent           Y      SBrkr         1112
## 928            704    GasA  Excellent           Y      SBrkr          860
## 929           1561    GasA    Typical           Y      SBrkr         1561
## 931           1092    GasA  Excellent           Y      SBrkr         1152
## 932           1310    GasA  Excellent           Y      SBrkr         1906
## 933            516    GasA    Typical           Y      SBrkr          516
## 934            561    GasA    Typical           Y      SBrkr          561
## 935            561    GasA    Typical           Y      SBrkr          561
## 936            561    GasA    Typical           Y      SBrkr          561
## 937            572    GasA       Good           Y      SBrkr         1182
## 938           1803    GasA    Typical           Y      SBrkr         2365
## 939            880    GasA  Excellent           Y      SBrkr         1680
## 940            672    GasA       Good           Y      FuseA          672
## 941            760    GasA  Excellent           N      SBrkr          928
## 942            596    GasA    Typical           N      SBrkr          596
## 945           1596    GasA  Excellent           Y      SBrkr         1648
## 947           1107    GasA  Excellent           Y      SBrkr         1040
## 948           1434    GasA  Excellent           Y      SBrkr         1518
## 949           1710    GasA  Excellent           Y      SBrkr         1710
## 950            804    GasA  Excellent           Y      SBrkr          804
## 951            902    GasA  Excellent           Y      SBrkr          926
## 952            957    GasA    Typical           Y      SBrkr         1287
## 953              0    GasA    Typical           Y      SBrkr         1302
## 954           1188    GasA  Excellent           Y      SBrkr         1217
## 955           1582    GasA    Typical           Y      SBrkr         1595
## 957           2136    GasW    Typical           Y      SBrkr         2036
## 958           1620    GasA  Excellent           Y      SBrkr         1620
## 959            846    GasA       Good           Y      SBrkr          846
## 960           2190    GasA  Excellent           Y      SBrkr         2036
## 961           1641    GasA  Excellent           Y      SBrkr         1641
## 962           1466    GasA  Excellent           Y      SBrkr         1466
## 963           1392    GasA    Typical           Y      SBrkr         1412
## 964            712    GasA  Excellent           Y      SBrkr         1375
## 965           1645    GasA  Excellent           Y      SBrkr         1479
## 966           1267    GasA  Excellent           Y      SBrkr         1296
## 967            912    GasA  Excellent           Y      SBrkr         1072
## 968           1838    GasA  Excellent           Y      SBrkr         1838
## 969           1978    GasA  Excellent           Y      SBrkr         1978
## 970           1008    GasA       Good           Y      SBrkr         1008
## 971              0    GasA    Typical           Y      SBrkr         1771
## 972           1204    GasA  Excellent           Y      SBrkr         1204
## 973           1224    GasA  Excellent           Y      SBrkr         1224
## 974            462    GasA    Typical           Y      SBrkr          526
## 975            864    GasA    Typical           Y      SBrkr          874
## 976            630    GasA    Typical           Y      SBrkr          630
## 977           1188    GasA  Excellent           Y      SBrkr         1404
## 978            630    GasA    Typical           Y      SBrkr          630
## 979            546    GasA    Typical           Y      SBrkr          798
## 980            546    GasA    Typical           Y      SBrkr          546
## 981            796    GasA       Good           Y      SBrkr          796
## 982            384    GasA  Excellent           Y      SBrkr         1091
## 983           1097    GasA  Excellent           Y      SBrkr         1110
## 984            833    GasA  Excellent           Y      SBrkr          833
## 985            828    GasA    Typical           Y      SBrkr          883
## 987            624    GasA    Typical           Y      SBrkr          624
## 988           1567    GasA    Typical           Y      SBrkr         1567
## 989            784    GasA  Excellent           Y      SBrkr          784
## 990           1184    GasA  Excellent           Y      SBrkr         1414
## 991           1205    GasA  Excellent           Y      SBrkr         2117
## 992            952    GasA    Typical           Y      SBrkr         1092
## 993            926    GasA  Excellent           Y      SBrkr          926
## 994            680    GasA       Good           Y      SBrkr          680
## 995            926    GasA  Excellent           Y      SBrkr          926
## 996            943    GasA       Good           Y      SBrkr          943
## 997            916    GasA       Good           Y      SBrkr          916
## 998           1348    GasA       Good           Y      SBrkr         1384
## 999            729    GasA  Excellent           Y      SBrkr          729
## 1000          1593    GasA  Excellent           Y      SBrkr         1593
## 1001          1664    GasA  Excellent           Y      SBrkr         1682
## 1002          1337    GasA       Good           Y      SBrkr         1337
## 1003          1280    GasA  Excellent           Y      SBrkr         1280
## 1004           926    GasA  Excellent           Y      SBrkr          926
## 1005           932    GasA       Good           Y      SBrkr          932
## 1006           773    GasA       Good           Y      SBrkr          773
## 1007           712    GasA  Excellent           Y      SBrkr         1086
## 1008           836    GasA       Good           Y      SBrkr          851
## 1009          1228    GasA       Good           Y      SBrkr         1228
## 1010          1337    GasA       Good           Y      SBrkr         1337
## 1011          1168    GasA  Excellent           Y      SBrkr         1168
## 1012          1122    GasA  Excellent           Y      SBrkr         1134
## 1013          1884    GasA  Excellent           Y      SBrkr         1884
## 1016          1488    GasA       Good           Y      SBrkr         1488
## 1017           791    GasA       Good           Y      SBrkr         1236
## 1018          1675    GasA  Excellent           Y      SBrkr         1688
## 1019          1422    GasA    Typical           Y      SBrkr         1422
## 1020          1260    GasA    Typical           Y      SBrkr         1260
## 1021          2048    GasA    Typical           Y      SBrkr         2064
## 1022          1782    GasA    Typical           Y      SBrkr         1782
## 1023          1330    GasA    Typical           Y      SBrkr         1542
## 1024          1211    GasA    Typical           Y      SBrkr         1211
## 1025          1126    GasA    Typical           Y      SBrkr         1126
## 1026           738    GasA    Typical           Y      SBrkr         1277
## 1027           720    GasA       Good           Y      SBrkr          720
## 1029          1193    GasA    Typical           Y      SBrkr         1523
## 1030          1444    GasA    Typical           Y      SBrkr         1444
## 1031           803    GasA    Typical           Y      SBrkr         1098
## 1032          1176    GasA       Good           Y      SBrkr         1178
## 1033          1236    GasA  Excellent           Y      SBrkr         1236
## 1034           896    GasA    Typical           Y      SBrkr          896
## 1035          1054    GasA       Good           Y      SBrkr         1054
## 1036           936    GasA    Typical           Y      SBrkr          936
## 1037           864    GasA    Typical           Y      SBrkr          864
## 1038           864    GasA    Typical           Y      SBrkr          864
## 1039          1405    GasA  Excellent           Y      SBrkr         1337
## 1040           483    GasA    Typical           Y      SBrkr          483
## 1041           483    GasA    Typical           Y      SBrkr          483
## 1042           483    GasA       Good           Y      SBrkr          483
## 1043           483    GasA    Typical           Y      SBrkr          483
## 1044           483    GasA    Typical           Y      SBrkr          483
## 1045           483    GasA    Typical           Y      SBrkr          483
## 1046           630    GasA    Typical           Y      SBrkr          630
## 1047          1069    GasA    Typical           Y      SBrkr         1069
## 1048           855    GasA       Good           Y      SBrkr          855
## 1049          1055    GasA       Fair           Y      SBrkr         1055
## 1050           864    GasA    Typical           Y      SBrkr          892
## 1051          1932    GasA  Excellent           Y      SBrkr         1932
## 1052          1682    GasA  Excellent           Y      SBrkr         1742
## 1054          1452    GasA  Excellent           Y      SBrkr         1476
## 1055          1582    GasA  Excellent           Y      SBrkr         1582
## 1056          1710    GasA  Excellent           Y      SBrkr         1710
## 1057          2418    GasA  Excellent           Y      SBrkr         2464
## 1058          1950    GasA  Excellent           Y      SBrkr         1950
## 1059          1850    GasA  Excellent           Y      SBrkr         1850
## 1060          1620    GasA  Excellent           Y      SBrkr         1632
## 1061          1414    GasA  Excellent           Y      SBrkr         1414
## 1062           948    GasA  Excellent           Y      SBrkr          948
## 1063          1148    GasA  Excellent           Y      SBrkr         1170
## 1065          1572    GasA  Excellent           Y      SBrkr         1572
## 1066           998    GasA  Excellent           Y      SBrkr         1006
## 1067          1603    GasA  Excellent           Y      SBrkr         1575
## 1068          1479    GasA  Excellent           Y      SBrkr         1515
## 1069          1765    GasA  Excellent           Y      SBrkr         1804
## 1070          1858    GasA  Excellent           Y      SBrkr         1866
## 1071          1702    GasA  Excellent           Y      SBrkr         1702
## 1072          1367    GasA  Excellent           Y      SBrkr         1367
## 1073          1518    GasA  Excellent           Y      SBrkr         1518
## 1074          1684    GasA  Excellent           Y      SBrkr         1684
## 1075          1800    GasA  Excellent           Y      SBrkr         1800
## 1076          1342    GasA  Excellent           Y      SBrkr         1342
## 1077          1342    GasA  Excellent           Y      SBrkr         1342
## 1078           764    GasA  Excellent           Y      SBrkr          764
## 1079           764    GasA  Excellent           Y      SBrkr          764
## 1080          1358    GasA  Excellent           Y      SBrkr         1358
## 1081          1415    GasA  Excellent           Y      SBrkr         1455
## 1082          1393    GasA  Excellent           Y      SBrkr         1576
## 1083          1346    GasA  Excellent           Y      SBrkr         1504
## 1084          1266    GasA  Excellent           Y      SBrkr         1266
## 1085          1146    GasA  Excellent           Y      SBrkr         1246
## 1086           789    GasA  Excellent           Y      SBrkr          813
## 1087           839    GasA  Excellent           Y      SBrkr          864
## 1088           856    GasA  Excellent           Y      SBrkr         1166
## 1089           728    GasA  Excellent           Y      SBrkr          728
## 1090           840    GasA  Excellent           Y      SBrkr          840
## 1091           847    GasA  Excellent           Y      SBrkr          847
## 1092          1350    GasA  Excellent           Y      SBrkr         1358
## 1093           936    GasA  Excellent           Y      SBrkr          962
## 1094           982    GasA  Excellent           Y      SBrkr         1008
## 1095           788    GasA  Excellent           Y      SBrkr          788
## 1096           707    GasA  Excellent           Y      SBrkr          707
## 1097          1037    GasA  Excellent           Y      SBrkr         1037
## 1098           831    GasA  Excellent           Y      SBrkr          873
## 1099          1173    GasA  Excellent           Y      SBrkr         1182
## 1100          1470    GasA       Good           Y      SBrkr         1470
## 1101          1145    GasA  Excellent           Y      SBrkr         1145
## 1102          1519    GasA  Excellent           Y      SBrkr         1533
## 1103          1982    GasA  Excellent           Y      SBrkr         2006
## 1104          1064    GasA  Excellent           Y      SBrkr         1064
## 1105          1242    GasA  Excellent           Y      SBrkr         1251
## 1106          2109    GasA  Excellent           Y      SBrkr         2113
## 1107          1311    GasA  Excellent           Y      SBrkr         1325
## 1109          1223    GasA  Excellent           Y      SBrkr         1223
## 1110          1986    GasA  Excellent           Y      SBrkr         1987
## 1111          1580    GasA  Excellent           Y      SBrkr         1580
## 1112           894    GasA  Excellent           Y      SBrkr          894
## 1113          1574    GasA  Excellent           Y      SBrkr         1574
## 1114          1578    GasA       Good           Y      SBrkr         1578
## 1115          1498    GasA  Excellent           Y      SBrkr         1506
## 1116          1563    GasA  Excellent           Y      SBrkr         1563
## 1117          1417    GasA  Excellent           Y      SBrkr         1428
## 1118          1341    GasA  Excellent           Y      SBrkr         1341
## 1119           955    GasA  Excellent           Y      SBrkr          955
## 1120          1460    GasA  Excellent           Y      SBrkr         1460
## 1121          1363    GasA  Excellent           Y      SBrkr         1372
## 1122          1372    GasA  Excellent           Y      SBrkr         1372
## 1123          1428    GasA  Excellent           Y      SBrkr         1428
## 1124           866    GasA       Good           Y      SBrkr          866
## 1125          1053    GasA  Excellent           Y      SBrkr         1053
## 1126          1026    GasA  Excellent           Y      SBrkr         1026
## 1127          1034    GasA  Excellent           Y      SBrkr         1050
## 1128           813    GasA  Excellent           Y      SBrkr          822
## 1129          1660    GasA  Excellent           Y      SBrkr         1660
## 1130          1218    GasA  Excellent           Y      SBrkr         1218
## 1131           864    GasA  Excellent           Y      SBrkr          864
## 1132          1080    GasA  Excellent           Y      SBrkr         1080
## 1133           835    GasA  Excellent           Y      SBrkr          835
## 1134           835    GasA  Excellent           Y      SBrkr          835
## 1135          1175    GasA  Excellent           Y      SBrkr         1175
## 1136          1114    GasA  Excellent           Y      SBrkr         1114
## 1137          1114    GasA  Excellent           Y      SBrkr         1114
## 1138           798    GasA  Excellent           Y      SBrkr          798
## 1139          1162    GasA  Excellent           Y      SBrkr         1162
## 1140           754    GasA  Excellent           Y      SBrkr          754
## 1141           886    GasA  Excellent           Y      SBrkr          886
## 1142          1408    GasA  Excellent           Y      SBrkr         1679
## 1143           832    GasA  Excellent           Y      SBrkr          832
## 1144           827    GasA  Excellent           Y      SBrkr          827
## 1145           836    GasA       Good           Y      SBrkr          844
## 1146          1278    GasA       Good           Y      SBrkr         1294
## 1148          1604    GasA  Excellent           Y      SBrkr         1617
## 1149          1199    GasA  Excellent           Y      SBrkr         1199
## 1150           984    GasA    Typical           Y      SBrkr          984
## 1151           912    GasA    Typical           Y      SBrkr          912
## 1152           864    GasA  Excellent           Y      SBrkr          864
## 1153           890    GasA       Good           N      SBrkr          890
## 1154           864    GasA    Typical           Y      SBrkr          864
## 1155           912    GasA       Good           Y      SBrkr          912
## 1156          1430    GasA    Typical           Y      SBrkr         1430
## 1157          1001    GasA    Typical           Y      SBrkr         1001
## 1158           930    GasA  Excellent           Y      SBrkr         1364
## 1159          1848    GasA  Excellent           Y      SBrkr         1827
## 1160          1391    GasA  Excellent           Y      SBrkr         1391
## 1161           625    GasA  Excellent           Y      SBrkr          625
## 1162          1235    GasA  Excellent           Y      SBrkr         1245
## 1163           600    GasA  Excellent           Y      SBrkr          600
## 1164           689    GasA  Excellent           Y      SBrkr          703
## 1165           689    GasA  Excellent           Y      SBrkr          703
## 1166           744    GasA       Good           Y      SBrkr          757
## 1167           744    GasA       Good           Y      SBrkr          757
## 1168          1614    GasA  Excellent           Y      SBrkr         1638
## 1169          1310    GasA  Excellent           Y      SBrkr         1310
## 1170          1419    GasA  Excellent           Y      SBrkr         1419
## 1171          1557    GasA  Excellent           Y      SBrkr         1557
## 1172          1698    GasA  Excellent           Y      SBrkr         1709
## 1173           600    GasA  Excellent           Y      SBrkr          624
## 1174           672    GasA  Excellent           Y      SBrkr          684
## 1175           858    GasA  Excellent           Y      SBrkr          872
## 1176           960    GasA  Excellent           Y      SBrkr          962
## 1177           960    GasA  Excellent           Y      SBrkr          962
## 1178           970    GasA  Excellent           Y      SBrkr         1469
## 1179          1260    GasA  Excellent           Y      SBrkr         1288
## 1180          1230    GasA  Excellent           Y      SBrkr         1239
## 1182          1232    GasA    Typical           Y      SBrkr         1232
## 1183           994    GasA    Typical           Y      SBrkr         1599
## 1185           952    GasA  Excellent           Y      SBrkr          952
## 1186          1304    GasA       Good           Y      SBrkr         1682
## 1187          1427    GasA       Good           Y      SBrkr         1427
## 1188          1740    GasA       Fair           Y      SBrkr         1740
## 1189          1258    GasA  Excellent           Y      SBrkr         1258
## 1190          1620    GasA  Excellent           Y      SBrkr         1620
## 1191          1625    GasA  Excellent           Y      SBrkr         1625
## 1192          1522    GasA    Typical           Y      SBrkr         1548
## 1193           732    GasA  Excellent           Y      SBrkr          732
## 1194           912    GasA  Excellent           Y      SBrkr          912
## 1195           912    GasA  Excellent           Y      SBrkr          925
## 1196          1728    GasA    Typical           Y      SBrkr         1728
## 1197          1728    GasA    Typical           Y      SBrkr         1728
## 1198          1656    GasA    Typical           Y      SBrkr         1656
## 1199           825    GasA    Typical           Y      SBrkr          845
## 1200          1142    GasA  Excellent           Y      SBrkr         1175
## 1201           901    GasA    Typical           Y      SBrkr          943
## 1202           800    GasA       Good           Y      SBrkr          800
## 1203           944    GasA       Good           Y      SBrkr          999
## 1204           832    GasA       Good           Y      SBrkr         1098
## 1205             0    GasA    Typical           Y      SBrkr         1014
## 1206           907    GasA  Excellent           Y      SBrkr          907
## 1207           952    GasA  Excellent           Y      FuseA          952
## 1208          1120    GasA       Good           Y      SBrkr         1128
## 1209          1425    GasA       Good           Y      SBrkr         1425
## 1210          1127    GasA    Typical           Y      SBrkr         1165
## 1211          1136    GasA    Typical           Y      SBrkr         1136
## 1212          1092    GasA  Excellent           Y      SBrkr         1092
## 1213          1219    GasA       Good           Y      SBrkr         1265
## 1215          1114    GasA    Typical           Y      SBrkr         1114
## 1216          1053    GasA  Excellent           Y      SBrkr         1053
## 1217          1252    GasA  Excellent           Y      SBrkr         1252
## 1218          1100    GasA    Typical           Y      SBrkr         1100
## 1219          1118    GasA  Excellent           Y      SBrkr         1118
## 1223           348    GasA    Typical           Y      SBrkr          453
## 1224          1296    GasA    Typical           Y      SBrkr         1496
## 1225          1032    GasA    Typical           Y      FuseA         1032
## 1226           572    GasA       Good           Y      SBrkr         1337
## 1227           992    GasA       Good           Y      SBrkr         1661
## 1228          1036    GasA  Excellent           Y      SBrkr         1036
## 1229           864    GasA    Typical           Y      SBrkr          902
## 1230          1362    GasA    Typical           Y      SBrkr         1362
## 1231          1144    GasA       Good           Y      SBrkr         1144
## 1232          1319    GasA    Typical           Y      SBrkr         1537
## 1233          1099    GasA       Good           Y      SBrkr         1431
## 1234          1104    GasA  Excellent           Y      SBrkr         1104
## 1235          1098    GasA    Typical           Y      SBrkr         1098
## 1236          1144    GasA    Typical           Y      SBrkr         1144
## 1237           931    GasA    Typical           Y      SBrkr         1283
## 1238          1176    GasA    Typical           Y      SBrkr         1176
## 1239          1248    GasA    Typical           Y      SBrkr         1440
## 1240          1261    GasA  Excellent           Y      SBrkr         1261
## 1241          1395    GasA  Excellent           Y      SBrkr         1570
## 1242          1196    GasA       Good           Y      FuseA         1196
## 1243          1392    GasA    Typical           Y      FuseA         1392
## 1244          1080    GasA       Good           Y      SBrkr         1080
## 1245          1104    GasA       Good           Y      SBrkr         1104
## 1246           720    GasA  Excellent           Y      FuseA          882
## 1247          1152    GasA    Typical           Y      SBrkr         1152
## 1248           984    GasW    Typical           N      SBrkr          950
## 1249           998    GasA    Typical           Y      SBrkr         1790
## 1250           952    GasA    Typical           Y      SBrkr          952
## 1251           773    GasA       Good           Y      SBrkr          773
## 1253           832    GasA    Typical           Y      SBrkr          832
## 1254          1824    GasA       Fair           Y      FuseA         1824
## 1255             0    GasA    Typical           N      SBrkr          869
## 1256           747    GasA    Typical           Y      SBrkr          747
## 1257           913    GasA    Typical           Y      FuseA         1048
## 1258           672    GasA       Good           Y      SBrkr          672
## 1259           892    GasA  Excellent           Y      SBrkr         1254
## 1260             0    GasA    Typical           N      FuseA          694
## 1261           858    GasA  Excellent           Y      SBrkr          858
## 1262           912    GasA    Typical           Y      SBrkr         1044
## 1264          1253    GasA    Typical           Y      SBrkr         1253
## 1265          1081    GasA    Typical           Y      SBrkr         1081
## 1266           585    GasA  Excellent           Y      SBrkr         2069
## 1267           105    GasA       Good           Y      SBrkr          910
## 1268           876    GasA    Typical           Y      SBrkr          876
## 1269             0    GasA       Good           Y      SBrkr         1048
## 1270          1075    GasA       Good           Y      SBrkr         1507
## 1271          1256    GasA       Good           Y      FuseA         1256
## 1272          1027    GasA    Typical           Y      SBrkr         1027
## 1273          1269    GasA    Typical           Y      FuseA         1269
## 1274           768    GasA  Excellent           Y      SBrkr          819
## 1275           936    GasA    Typical           Y      FuseA          984
## 1276           832    GasA       Good           Y      SBrkr          832
## 1277           854    GasA       Fair           Y      FuseA          854
## 1278          1800    GasA    Typical           N      SBrkr         1800
## 1279           768    GasA       Good           Y      SBrkr         1024
## 1280           825    GasA    Typical           Y      FuseA          825
## 1281           780    GasA    Typical           Y      SBrkr          983
## 1282           780    GasA    Typical           Y      SBrkr          798
## 1283          1117    GasA  Excellent           Y      SBrkr         1117
## 1284           192    GasA       Good           N      SBrkr         1133
## 1286           650    GasA       Good           Y      SBrkr          958
## 1287           780    GasA  Excellent           Y      SBrkr          948
## 1288           680    GasA       Fair           N      SBrkr          680
## 1289          1510    GasW  Excellent           Y      SBrkr         1584
## 1290           672    GasA    Typical           Y      SBrkr          672
## 1291           728    GasA       Good           Y      SBrkr          728
## 1292           828    GasA       Good           Y      FuseA          828
## 1293          1362    GasA  Excellent           Y      SBrkr         1362
## 1294           801    GasA       Good           Y      FuseA         1095
## 1295           936    GasA       Good           N      FuseA          960
## 1296           931    GasA    Typical           Y      SBrkr         1027
## 1298           481    GasA    Typical           N      FuseA          899
## 1299           684    GasA       Good           Y      SBrkr          684
## 1300           789    GasA  Excellent           Y      SBrkr          789
## 1301           924    GasA  Excellent           Y      SBrkr         1122
## 1302           904    GasA  Excellent           Y      FuseA          904
## 1303           407    GasA    Typical           N      FuseA          407
## 1304           928    GasA       Good           Y      FuseA          928
## 1305           901    GasA  Excellent           Y      SBrkr          901
## 1309           876    GasA       Good           Y      SBrkr          876
## 1310           624    GasA  Excellent           Y      SBrkr          730
## 1311           624    GasA       Fair           N      SBrkr          624
## 1312           346    GasA  Excellent           Y      SBrkr          709
## 1315           572    GasA  Excellent           Y      SBrkr          884
## 1316           689    GasA  Excellent           Y      SBrkr          689
## 1317           482    GasA  Excellent           N      SBrkr         1221
## 1318           742    GasA  Excellent           Y      SBrkr          742
## 1320           572    GasA    Typical           Y      SBrkr          572
## 1323          1313    GasW       Good           Y      SBrkr         1313
## 1324           984    GasA       Good           Y      SBrkr          984
## 1325          1050    GasA  Excellent           N      FuseF         1050
## 1326             0    GasA       Good           Y      FuseA          882
## 1327           869    GasA    Typical           Y      SBrkr         1093
## 1328          1008    GasA    Typical           Y      SBrkr         1143
## 1331          1024    GasA    Typical           Y      SBrkr         1144
## 1332           784    GasA       Good           Y      SBrkr          784
## 1333           672    GasA  Excellent           Y      SBrkr          832
## 1334           554    GasA  Excellent           Y      SBrkr          736
## 1335           981    GasA  Excellent           Y      SBrkr         1014
## 1336           949    GasA  Excellent           Y      SBrkr          949
## 1337           862    GasA    Typical           Y      SBrkr          950
## 1338           825    GasA  Excellent           Y      SBrkr          825
##      Second_Flr_SF Low_Qual_Fin_SF Gr_Liv_Area Bsmt_Full_Bath Bsmt_Half_Bath
## 1                0               0        1656              1              0
## 2                0               0         896              0              0
## 4                0               0        2110              1              0
## 5              701               0        1629              0              0
## 6              678               0        1604              0              0
## 7                0               0        1338              1              0
## 8                0               0        1280              0              0
## 9                0               0        1616              1              0
## 10             776               0        1804              0              0
## 11             892               0        1655              0              0
## 12               0               0        1187              1              0
## 13             676               0        1465              0              0
## 14               0               0        1341              1              0
## 15               0               0        1502              1              0
## 16            1589               0        3279              1              0
## 19               0               0         864              0              0
## 20               0               0        2073              1              0
## 21               0               0        1844              0              0
## 22               0               0        1173              1              0
## 23             860               0        1674              1              0
## 24               0               0        1004              1              0
## 25               0               0        1078              1              0
## 26               0               0        1056              1              0
## 27               0               0         882              1              0
## 29               0               0        1337              1              0
## 30             504               0         987              0              0
## 31             567               0        1092              0              0
## 32             567               0        1092              0              0
## 33               0               0        1069              0              0
## 34             601               0        1456              0              0
## 35               0               0         836              0              0
## 36             601               0        1456              0              0
## 37             707               0        2334              0              0
## 38               0               0        1704              1              0
## 39               0               0        1940              1              0
## 40               0               0        1544              0              0
## 41               0               0        1541              0              0
## 42               0               0        1698              0              0
## 43               0               0        1822              0              0
## 44               0               0        1535              0              0
## 45               0               0        2364              1              0
## 46               0               0        1358              1              0
## 47               0               0        2696              1              0
## 48             563               0        2250              1              0
## 49               0               0        1752              1              0
## 50               0               0        1370              0              0
## 51             862               0        1626              0              0
## 52               0               0        1324              0              0
## 53               0               0        1145              0              0
## 54               0               0        1269              0              0
## 55             630               0        1374              1              0
## 56            1100               0        1960              1              0
## 57             886               0        1733              0              0
## 58             656               0        1430              0              0
## 59            1151               0        2035              0              0
## 60            1177               0        2599              0              0
## 61             830               0        2475              0              0
## 62               0               0        1720              1              0
## 63            1122               0        2622              1              0
## 64            1106               0        2270              0              0
## 65             644               0        1839              0              0
## 66            1185               0        3238              1              0
## 67               0               0        1595              0              0
## 68               0               0        1218              0              0
## 70               0               0        1566              1              0
## 71             956               0        1947              0              0
## 72               0               0        1468              1              0
## 73            1128               0        2084              1              0
## 74             828               0        1659              0              0
## 75             888               0        2110              1              0
## 76               0               0         923              0              0
## 77             790               0        1845              0              0
## 78               0               0         918              0              0
## 79               0               0         752              1              0
## 81               0               0        1097              0              0
## 82             676               0        1564              0              0
## 83               0               0        1012              0              0
## 84             584               0        1902              0              0
## 85               0               0        1155              1              0
## 86               0               0         894              1              0
## 87               0               0         900              0              0
## 88               0               0        1040              1              0
## 89               0               0        1040              1              0
## 91             862               0        1923              1              0
## 92            1098               0        2349              1              0
## 93             823               0        2225              1              0
## 94               0               0        1488              1              0
## 95             840               0        1680              0              0
## 96             600               0        1200              0              0
## 97             600               0        1200              0              0
## 98             600               0        1200              1              0
## 99             636               0        1236              1              0
## 100              0               0        1478              1              0
## 101            804               0        1573              0              0
## 102            756               0        1512              1              0
## 103            720               0        1416              1              0
## 104            550               0        1080              0              0
## 106            873               0        1848              1              0
## 109            754               0        1479              0              0
## 110              0               0        1492              1              0
## 111              0               0        1829              1              0
## 112           1215               0        2495              1              0
## 113              0               0        1610              1              0
## 114            604               0        1891              0              1
## 115            734               0        1714              0              0
## 116              0               0        1381              1              0
## 117            715               0        1645              0              0
## 118              0               0        1232              1              0
## 119              0               0        1328              1              0
## 120              0               0        1225              1              0
## 121              0               0        1209              1              0
## 122              0               0        1510              1              0
## 123            644               0        1775              0              0
## 124              0               0        1152              1              0
## 125              0               0        1054              1              0
## 127              0               0        1078              1              0
## 128            532               0        2461              0              0
## 129            537               0        1556              0              0
## 130              0               0         858              1              0
## 132              0               0        1063              1              0
## 133              0               0        1520              1              0
## 134              0               0        1268              0              0
## 135              0               0        1128              1              0
## 136           1169               0        2274              0              0
## 137              0               0        2207              1              0
## 138              0               0        1888              0              0
## 139              0               0        1604              0              0
## 140              0               0        1480              1              0
## 141              0               0        1143              1              0
## 142              0               0        1700              0              1
## 143              0               0        1314              1              0
## 144              0               0        1194              1              0
## 145              0               0        1188              1              0
## 146              0               0        1264              1              0
## 147              0               0        1206              0              0
## 148              0               0        1580              1              0
## 149            505               0        1337              0              0
## 150              0               0        1064              0              1
## 151              0               0         972              0              0
## 152              0               0         988              1              0
## 153              0               0        1057              1              0
## 154              0               0         985              0              1
## 155              0               0         827              0              0
## 156              0               0        1086              1              0
## 157              0               0         936              1              0
## 158            546               0        1458              0              1
## 159              0               0        1056              2              0
## 160              0               0        1287              1              0
## 162            408               0        1224              1              0
## 163              0               0        1246              1              0
## 164            475               0        1385              0              0
## 165              0               0         900              0              1
## 166              0               0        1116              0              0
## 167              0               0        1175              0              0
## 168              0               0        1395              1              0
## 169            788               0        1839              0              0
## 170            687               0        1844              1              0
## 171            348               0        1140              0              0
## 172              0               0         936              1              0
## 173              0               0        1028              0              0
## 174              0               0        1347              1              1
## 175            765               0        1605              0              0
## 176              0               0         747              0              0
## 177              0               0         804              1              0
## 178              0             390        1316              1              0
## 179            424               0        1251              0              0
## 180            606               0        1633              0              0
## 181            185               0        1245              0              0
## 183              0               0         720              0              0
## 184            636               0        1566              0              0
## 185            686               0        1652              1              0
## 186           1111               0        2268              0              0
## 188              0               0        1236              1              0
## 189            622               0        1363              0              0
## 190           1044               0        2290              0              0
## 191            602               0        1470              0              0
## 192            582               0        1612              0              0
## 193            908               0        2068              0              0
## 194              0               0         765              1              0
## 195            524               0        1132              1              0
## 196            348               0        1196              0              1
## 197            498               0        1453              0              0
## 198            636               0        1416              0              0
## 199            492               0        1040              0              0
## 200            608               0        1536              0              0
## 201              0               0        1068              1              0
## 202            808               0        1710              0              0
## 203           1074               0        1962              0              0
## 204            780               0        1560              0              0
## 205            662               0        1324              0              1
## 208            780               0        1812              0              0
## 209           1196               0        2403              0              0
## 210              0               0        1675              0              0
## 212            180               0        1392              1              0
## 213            319               0         919              0              0
## 215            744               0        1680              1              0
## 216            240               0        1020              0              0
## 217              0               0        1832              2              0
## 218              0               0        1768              0              0
## 219              0               0        1039              1              0
## 220              0               0        1392              1              0
## 221              0               0         912              0              0
## 222              0               0        1060              1              0
## 223              0               0         892              1              0
## 224            689               0        1352              0              0
## 225              0               0         864              1              0
## 226              0               0        1373              1              0
## 227            720               0        1440              0              0
## 228            714               0        1386              0              0
## 229            954               0        2260              1              0
## 230              0               0        1483              1              0
## 231              0               0         756              0              0
## 232              0               0        1067              0              0
## 234            864               0        1981              1              0
## 235            558               0        1610              0              1
## 236              0               0         835              0              0
## 237              0               0        1074              1              0
## 238              0               0        1144              1              0
## 239              0             362        1531              0              0
## 240              0               0        1172              1              0
## 241              0               0        1212              0              0
## 243              0               0        1298              0              0
## 244              0               0         930              0              0
## 245            755               0        1732              0              0
## 246              0               0        1433              1              0
## 247            838               0        1802              0              1
## 248            887               0        1949              1              0
## 249              0               0         996              1              0
## 250              0               0        1694              0              0
## 251              0               0        1208              1              0
## 252              0               0        1226              0              0
## 253              0               0        1222              0              0
## 254           1523               0        3222              1              0
## 255            614               0        1445              0              0
## 256              0               0        1052              1              0
## 257              0               0         965              1              0
## 258            800               0        1692              0              0
## 259            878               0        1682              0              0
## 260              0               0        1026              1              0
## 261            703               0        1392              0              0
## 262              0               0         894              1              0
## 263              0               0         876              1              0
## 264              0               0        1978              1              0
## 265              0               0        1601              1              0
## 266            888               0        1829              1              0
## 267           1054               0        2098              0              0
## 268              0               0        1661              0              0
## 269              0               0         848              1              0
## 270              0               0         848              1              0
## 271              0               0        1668              1              0
## 272              0               0        1484              1              0
## 273              0               0        1414              0              0
## 274              0               0         640              0              0
## 277              0               0        1196              1              0
## 278            328               0        1120              0              0
## 279              0               0        1096              1              0
## 280              0               0        1117              1              0
## 281              0               0         960              0              0
## 282              0               0        1121              0              0
## 283            689               0        1487              0              0
## 285              0               0        1526              0              0
## 286              0               0        1296              0              0
## 287            806               0        1647              1              0
## 288              0               0         864              1              0
## 289            665               0        1691              0              0
## 290              0               0         856              1              0
## 293            748               0        2447              0              0
## 294            908               0        2133              1              0
## 295           1075               0        2177              0              0
## 296           1152               0        2340              0              0
## 297              0               0        1902              1              0
## 298            756               0        1652              1              0
## 299              0               0        1034              1              0
## 300              0               0        1191              0              0
## 301              0               0        1801              1              0
## 302            358               0        1154              1              0
## 304            380               0        1107              0              0
## 305            430               0        1128              0              0
## 306            319               0        1178              0              0
## 307              0               0        1044              0              0
## 308              0               0         952              0              0
## 309              0               0        1646              1              1
## 310            880               0        1916              1              0
## 311              0               0        1285              0              1
## 312              0               0        1560              0              0
## 313              0               0        1034              1              0
## 314              0               0        2048              0              0
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## 1039             0               0        1337              1              0
## 1040           504               0         987              0              1
## 1041           504               0         987              1              0
## 1042           504               0         987              0              0
## 1043           504               0         987              0              0
## 1044           504               0         987              0              0
## 1045           504               0         987              0              0
## 1046           672               0        1302              0              0
## 1047             0               0        1069              0              0
## 1048           601               0        1456              0              0
## 1049             0               0        1055              0              0
## 1050             0               0         892              0              0
## 1051             0               0        1932              1              0
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## 1054          1237               0        2713              1              0
## 1055             0               0        1582              1              0
## 1056             0               0        1710              1              0
## 1057             0               0        2464              1              0
## 1058             0               0        1950              1              0
## 1059           898               0        2748              1              0
## 1060          1158               0        2790              1              0
## 1061           917               0        2331              1              0
## 1062          1140               0        2088              0              0
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## 1065          1096               0        2668              1              0
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## 1077             0               0        1342              0              0
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## 1083             0               0        1504              0              0
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## 1188             0               0        1740              0              0
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## 1199           825               0        1670              0              0
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## 1231             0               0        1144              1              0
## 1232             0               0        1537              1              0
## 1233             0               0        1431              0              1
## 1234           884               0        1988              0              0
## 1235             0               0        1098              1              0
## 1236             0               0        1144              1              0
## 1237             0               0        1283              1              0
## 1238             0               0        1176              1              0
## 1239             0               0        1440              1              0
## 1240             0               0        1261              1              0
## 1241             0               0        1570              1              0
## 1242             0               0        1196              1              0
## 1243             0               0        1392              1              0
## 1244             0               0        1080              0              0
## 1245             0               0        1104              1              0
## 1246             0               0         882              1              0
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## 1260           600               0        1294              0              0
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## 1264             0               0        1253              1              0
## 1265             0               0        1081              1              0
## 1266             0               0        2069              1              0
## 1267             0               0         910              0              0
## 1268             0               0         876              0              0
## 1269             0               0        1048              0              0
## 1270             0               0        1507              0              0
## 1271             0               0        1256              1              0
## 1272             0               0        1027              0              1
## 1273             0               0        1269              0              0
## 1274           501               0        1320              0              0
## 1275             0               0         984              1              0
## 1276             0               0         832              0              0
## 1277           424               0        1278              0              0
## 1278             0               0        1800              0              0
## 1279           564               0        1588              0              0
## 1280             0               0         825              0              1
## 1281           813               0        1796              1              0
## 1282           813               0        1611              1              0
## 1283             0               0        1117              0              0
## 1284             0               0        1133              1              0
## 1286           581               0        1539              0              0
## 1287           375               0        1323              0              0
## 1288           680               0        1360              0              0
## 1289          1208               0        2792              0              0
## 1290             0               0         672              0              0
## 1291           728               0        1456              0              0
## 1292           658             108        1594              0              0
## 1293           720               0        2082              0              0
## 1294           561               0        1656              0              0
## 1295           780               0        1740              0              0
## 1296             0               0        1027              0              1
## 1298             0               0         899              0              0
## 1299           396               0        1080              0              0
## 1300             0               0         789              0              0
## 1301             0               0        1122              1              0
## 1302           595               0        1499              0              0
## 1303             0               0         407              0              0
## 1304             0               0         928              0              0
## 1305             0               0         901              0              0
## 1309           540               0        1416              0              0
## 1310           720               0        1450              0              0
## 1311           720               0        1344              0              0
## 1312           308               0        1017              0              0
## 1315           656               0        1540              0              0
## 1316           689               0        1378              0              0
## 1317           691               0        1912              0              0
## 1318           742               0        1484              0              0
## 1320           539               0        1111              0              0
## 1323          1182               0        2495              0              0
## 1324             0               0         984              1              0
## 1325           745               0        1795              0              0
## 1326             0               0         882              0              0
## 1327             0               0        1093              0              0
## 1328             0               0        1143              0              0
## 1331           594               0        1738              0              0
## 1332             0               0         784              1              0
## 1333           378               0        1210              0              0
## 1334           554               0        1290              0              0
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## 1336             0               0         949              0              0
## 1337           208               0        1158              0              0
## 1338           672               0        1497              0              0
##      Full_Bath Half_Bath Bedroom_AbvGr Kitchen_AbvGr Kitchen_Qual TotRms_AbvGrd
## 1            1         0             3             1      Typical             7
## 2            1         0             2             1      Typical             5
## 4            2         1             3             1    Excellent             8
## 5            2         1             3             1      Typical             6
## 6            2         1             3             1         Good             7
## 7            2         0             2             1         Good             6
## 8            2         0             2             1         Good             5
## 9            2         0             2             1         Good             5
## 10           2         1             3             1         Good             7
## 11           2         1             3             1      Typical             7
## 12           2         0             3             1      Typical             6
## 13           2         1             3             1      Typical             7
## 14           1         1             2             1         Good             5
## 15           1         1             1             1         Good             4
## 16           3         1             4             1    Excellent            12
## 19           1         0             2             1      Typical             4
## 20           2         0             3             1      Typical             7
## 21           2         0             3             1      Typical             7
## 22           2         0             3             1         Good             6
## 23           2         1             3             1         Good             7
## 24           1         0             2             1      Typical             5
## 25           1         1             3             1      Typical             6
## 26           1         0             3             1      Typical             6
## 27           1         0             2             1      Typical             4
## 29           2         0             2             1         Good             5
## 30           1         1             2             1      Typical             5
## 31           1         1             3             1      Typical             6
## 32           1         1             3             1      Typical             6
## 33           2         0             2             1      Typical             4
## 34           2         1             3             1         Good             6
## 35           1         0             2             1      Typical             4
## 36           2         1             3             1      Typical             7
## 37           2         1             3             1    Excellent            10
## 38           2         0             3             1         Good             7
## 39           2         1             3             1    Excellent             8
## 40           2         0             3             1         Good             7
## 41           2         0             3             1         Good             7
## 42           2         0             3             1    Excellent             7
## 43           2         0             3             1    Excellent             8
## 44           2         0             3             1         Good             7
## 45           2         1             2             1    Excellent            11
## 46           2         0             2             1         Good             6
## 47           2         1             3             1    Excellent            10
## 48           2         1             3             1         Good             7
## 49           2         0             2             1    Excellent             6
## 50           2         0             2             1         Good             6
## 51           2         1             2             1         Good             6
## 52           2         0             3             1         Good             6
## 53           2         0             2             1         Good             6
## 54           2         0             2             1         Good             6
## 55           2         1             3             1         Good             7
## 56           2         1             4             1         Good             8
## 57           2         1             3             1         Good             7
## 58           2         1             3             1      Typical             7
## 59           2         1             3             1         Good             8
## 60           2         1             4             1         Good            10
## 61           2         1             4             1         Good             7
## 62           2         0             3             1         Good             7
## 63           2         1             3             1         Good             9
## 64           2         1             4             1         Good             9
## 65           2         1             4             1      Typical             7
## 66           2         1             4             1         Good             9
## 67           2         0             2             1         Good             6
## 68           2         0             2             1         Good             4
## 70           2         0             3             1         Good             7
## 71           2         1             3             1         Good             8
## 72           2         0             2             1         Good             6
## 73           2         1             4             1         Good             8
## 74           2         1             3             1         Good             8
## 75           2         1             3             1         Good             8
## 76           2         0             2             1      Typical             5
## 77           2         1             3             1         Good             8
## 78           2         0             2             1      Typical             5
## 79           1         0             2             1      Typical             4
## 81           2         0             3             1      Typical             6
## 82           2         1             3             1      Typical             7
## 83           1         0             2             1      Typical             5
## 84           2         0             4             2      Typical             8
## 85           1         0             3             1         Good             6
## 86           1         0             3             1      Typical             5
## 87           1         0             3             1      Typical             5
## 88           1         1             3             1      Typical             5
## 89           1         1             3             1      Typical             6
## 91           2         1             3             1         Good             8
## 92           2         1             4             1         Good             9
## 93           2         1             4             1         Good             7
## 94           2         0             2             1         Good             6
## 95           2         1             2             1         Good             3
## 96           2         1             2             1         Good             4
## 97           2         1             2             1         Good             4
## 98           2         1             2             1         Good             4
## 99           2         1             2             1         Good             4
## 100          2         1             2             1         Good             7
## 101          2         1             3             1         Good             5
## 102          2         1             2             1         Good             5
## 103          2         1             3             1         Good             6
## 104          2         1             2             1         Good             4
## 106          2         1             3             1         Good             7
## 109          2         1             3             1         Good             6
## 110          2         0             3             1         Good             6
## 111          2         0             4             1      Typical             8
## 112          2         1             4             1         Good             9
## 113          2         0             3             1         Good             6
## 114          3         0             3             1      Typical             7
## 115          2         1             3             1      Typical             7
## 116          1         1             3             1         Good             5
## 117          1         2             4             1      Typical             7
## 118          1         1             3             1      Typical             6
## 119          1         1             3             1      Typical             6
## 120          1         1             3             1      Typical             6
## 121          1         0             3             1      Typical             6
## 122          2         0             3             1         Good             6
## 123          2         0             3             1      Typical             8
## 124          1         0             3             1      Typical             6
## 125          1         0             3             1         Good             6
## 127          1         0             2             1         Good             5
## 128          2         0             3             1      Typical             7
## 129          2         0             3             1      Typical             6
## 130          1         0             2             1      Typical             4
## 132          1         0             3             1      Typical             6
## 133          1         0             3             1      Typical             7
## 134          1         0             2             1      Typical             7
## 135          1         0             2             1         Good             5
## 136          2         0             5             2      Typical            12
## 137          2         0             3             1      Typical             7
## 138          2         1             2             1         Good             6
## 139          2         0             4             2      Typical             8
## 140          2         0             3             1         Good             7
## 141          1         0             3             1      Typical             6
## 142          1         1             4             1         Good             6
## 143          1         0             3             1      Typical             5
## 144          1         0             3             1      Typical             6
## 145          1         0             3             1      Typical             6
## 146          1         0             3             1      Typical             6
## 147          1         0             3             1      Typical             6
## 148          1         1             3             1      Typical             6
## 149          1         0             3             1      Typical             5
## 150          1         0             2             1         Fair             4
## 151          1         0             3             1      Typical             5
## 152          1         0             2             1      Typical             5
## 153          1         0             3             1         Good             5
## 154          1         0             2             1      Typical             4
## 155          1         0             2             1      Typical             5
## 156          1         0             3             1      Typical             6
## 157          1         0             2             1      Typical             4
## 158          1         0             3             1      Typical             6
## 159          0         0             0             2      Typical             4
## 160          1         0             3             1         Good             7
## 162          1         0             3             1      Typical             5
## 163          1         1             3             1         Good             6
## 164          2         0             4             1      Typical             6
## 165          1         0             3             1         Good             5
## 166          1         1             3             1      Typical             5
## 167          1         1             3             1      Typical             6
## 168          1         0             2             1      Typical             7
## 169          1         1             4             1      Typical             7
## 170          1         0             3             1      Typical             9
## 171          1         0             3             1      Typical             7
## 172          1         0             2             1      Typical             5
## 173          1         0             2             1      Typical             5
## 174          1         0             3             1         Good             6
## 175          2         0             3             2      Typical             8
## 176          1         0             2             1      Typical             4
## 177          1         0             2             1         Good             4
## 178          1         0             3             1      Typical             6
## 179          1         0             3             1         Fair             6
## 180          1         0             3             1         Good             7
## 181          1         0             3             1      Typical             6
## 183          1         0             2             1      Typical             5
## 184          2         0             3             1         Good             7
## 185          2         0             4             1      Typical             7
## 186          3         0             3             1         Good             7
## 188          1         0             2             1      Typical             6
## 189          1         0             3             1      Typical             6
## 190          2         0             4             2      Typical            11
## 191          1         1             2             1      Typical             6
## 192          1         1             3             1      Typical             7
## 193          1         1             3             1         Good             8
## 194          1         0             2             1         Good             4
## 195          1         0             2             1      Typical             5
## 196          1         1             3             1      Typical             6
## 197          1         1             3             1         Good             7
## 198          1         1             3             1      Typical             6
## 199          1         0             2             1      Typical             5
## 200          2         0             4             1      Typical             7
## 201          1         0             2             1      Typical             5
## 202          2         0             3             1      Typical             9
## 203          1         1             4             1      Typical             9
## 204          1         1             3             1         Good             7
## 205          1         0             3             1      Typical             6
## 208          2         0             4             2         Good             8
## 209          2         0             4             1      Typical            10
## 210          2         0             3             1      Typical             8
## 212          1         0             3             1      Typical             6
## 213          1         0             3             1      Typical             5
## 215          2         0             2             2      Typical             7
## 216          1         0             2             1      Typical             6
## 217          2         0             4             2      Typical             8
## 218          2         0             4             2      Typical             8
## 219          1         1             3             1      Typical             6
## 220          1         1             3             1      Typical             5
## 221          1         0             3             1      Typical             5
## 222          1         0             3             1         Good             6
## 223          1         0             3             1         Good             5
## 224          1         1             4             1      Typical             7
## 225          1         0             2             1      Typical             4
## 226          1         0             3             1      Typical             5
## 227          1         1             4             1      Typical             7
## 228          2         1             3             1      Typical             6
## 229          2         1             3             1         Good             7
## 230          1         1             1             1      Typical             4
## 231          1         0             2             1      Typical             4
## 232          2         0             2             1         Good             4
## 234          2         1             4             1         Good             8
## 235          2         0             4             1         Fair             8
## 236          1         0             2             1      Typical             5
## 237          1         0             3             1         Good             6
## 238          1         0             3             1      Typical             6
## 239          1         0             3             1      Typical             8
## 240          1         0             3             1      Typical             5
## 241          2         0             3             1         Good             6
## 243          2         0             3             1      Typical             5
## 244          1         0             2             1         Good             6
## 245          2         1             3             1         Good             7
## 246          1         1             1             1         Good             4
## 247          2         1             3             1         Good             8
## 248          2         1             3             1         Good             8
## 249          1         0             2             1         Good             5
## 250          2         0             3             1         Good             7
## 251          2         0             2             1         Good             6
## 252          2         0             3             1         Good             6
## 253          2         0             2             1         Good             6
## 254          3         0             5             1         Good            11
## 255          2         0             3             1      Typical             6
## 256          1         0             3             1      Typical             6
## 257          1         0             2             1      Typical             4
## 258          2         1             3             1      Typical             8
## 259          2         1             3             1         Good             7
## 260          1         1             3             1      Typical             5
## 261          1         1             3             1      Typical             6
## 262          1         0             3             1      Typical             5
## 263          1         0             3             1      Typical             5
## 264          2         1             3             1         Good             8
## 265          2         0             3             1         Good             6
## 266          2         1             3             1         Good             7
## 267          2         1             4             1         Good             9
## 268          2         0             3             1         Good             6
## 269          1         0             1             1         Good             4
## 270          1         0             1             1         Good             3
## 271          2         0             3             1         Good             8
## 272          2         0             3             1         Good             7
## 273          2         0             3             1         Good             6
## 274          1         0             2             1      Typical             5
## 277          1         0             3             1      Typical             6
## 278          1         0             2             1         Fair             5
## 279          1         0             3             1      Typical             5
## 280          1         0             3             1      Typical             6
## 281          1         0             3             1      Typical             5
## 282          2         0             2             1      Typical             5
## 283          1         1             3             1      Typical             7
## 285          1         0             4             1      Typical             7
## 286          2         0             2             1         Fair             5
## 287          1         1             4             1         Fair             6
## 288          1         0             2             1      Typical             5
## 289          2         0             3             1         Good             6
## 290          1         0             2             1      Typical             4
## 293          2         0             4             1         Good            10
## 294          1         1             4             1      Typical             8
## 295          2         1             5             2      Typical            11
## 296          2         0             4             1         Good             9
## 297          2         0             3             1    Excellent             7
## 298          2         1             3             1         Good             6
## 299          1         0             1             1         Good             4
## 300          2         0             2             1         Good             5
## 301          2         0             1             1      Typical             6
## 302          1         0             3             1         Good             7
## 304          1         0             2             1      Typical             5
## 305          1         0             2             1      Typical             6
## 306          1         0             2             1      Typical             7
## 307          1         0             2             1         Fair             4
## 308          1         0             3             1      Typical             5
## 309          2         0             2             1         Good             5
## 310          2         1             3             1         Good             8
## 311          2         0             3             1         Good             6
## 312          2         0             3             1         Good             7
## 313          1         0             3             1      Typical             6
## 314          3         0             5             2      Typical             9
## 315          1         0             3             1      Typical             7
## 316          2         0             3             1         Good             6
## 317          2         0             2             1         Good             6
## 318          2         1             3             1      Typical             7
## 319          2         1             4             1    Excellent             8
## 320          2         1             4             1         Good             8
## 321          2         1             4             1         Good             9
## 322          2         0             3             1    Excellent            10
## 323          1         0             2             1      Typical             7
## 324          2         0             3             1         Good             7
## 325          2         2             4             2      Typical             8
## 326          2         0             3             1      Typical             7
## 327          1         1             3             1      Typical             6
## 328          1         0             2             1      Typical             5
## 329          1         1             3             1      Typical             4
## 330          1         1             3             1      Typical             5
## 331          1         0             1             1      Typical             3
## 332          1         1             3             1      Typical             5
## 333          1         1             3             1      Typical             5
## 334          1         0             3             1      Typical             5
## 335          1         0             3             1      Typical             6
## 336          1         0             2             1         Good             5
## 338          1         1             3             1      Typical             6
## 339          2         0             5             1      Typical             8
## 340          2         1             3             1         Good             6
## 341          2         1             3             1         Good             7
## 342          1         0             2             1      Typical             5
## 343          2         0             4             1      Typical             7
## 344          2         1             4             1    Excellent             9
## 345          2         1             3             1      Typical             7
## 346          2         1             4             1         Good             9
## 347          2         1             3             1      Typical             7
## 348          2         0             3             1    Excellent             7
## 349          2         1             3             1      Typical             7
## 350          2         0             1             1         Good             8
## 351          2         0             2             1    Excellent             5
## 352          2         0             2             1      Typical             5
## 353          2         0             2             1         Good             6
## 354          2         1             3             1      Typical             7
## 355          2         1             3             1      Typical             7
## 356          2         1             3             1      Typical             7
## 357          2         1             3             1      Typical             7
## 358          2         1             3             1      Typical             6
## 359          2         1             3             1         Good             7
## 360          2         0             3             1         Good             6
## 361          2         1             3             1      Typical             7
## 362          2         1             3             1      Typical             6
## 363          2         0             3             1         Good             6
## 364          2         1             3             1         Good             9
## 365          2         0             3             1      Typical             5
## 366          1         0             1             1         Good             4
## 367          2         0             1             1    Excellent             9
## 368          2         1             3             1         Good             7
## 369          2         0             3             1         Good             7
## 370          2         1             3             1      Typical             6
## 371          2         1             4             1    Excellent            10
## 372          2         0             3             1      Typical             7
## 373          2         0             3             1      Typical             6
## 374          2         0             3             1         Good             8
## 376          2         0             3             1      Typical             7
## 377          2         1             4             1         Good             9
## 378          2         0             3             1      Typical             6
## 379          2         0             3             1      Typical             7
## 381          2         0             3             1      Typical             7
## 382          2         0             3             1      Typical             6
## 383          2         1             4             1         Good             9
## 384          2         1             3             1    Excellent             7
## 385          2         1             3             1      Typical             8
## 387          2         1             3             1         Good             7
## 388          2         0             3             1      Typical             7
## 389          2         0             3             1      Typical             6
## 390          2         0             3             1      Typical             5
## 391          2         0             3             1      Typical             7
## 392          2         1             3             1      Typical             7
## 393          2         2             4             2      Typical             8
## 394          1         0             3             1      Typical             5
## 395          1         0             3             1         Good             5
## 396          1         1             2             1      Typical             6
## 397          1         1             3             1      Typical             6
## 398          1         0             3             1      Typical             5
## 399          1         0             3             1         Good             5
## 400          1         0             3             1      Typical             5
## 401          1         0             2             1      Typical             4
## 402          1         0             3             1      Typical             5
## 403          1         1             2             1      Typical             5
## 404          1         1             3             1      Typical             7
## 405          2         1             3             1      Typical             6
## 406          1         1             2             1      Typical             5
## 407          1         1             2             1         Good             5
## 408          2         1             3             1      Typical             6
## 409          2         0             2             1      Typical             5
## 410          2         1             3             1      Typical             7
## 411          2         1             3             1      Typical             7
## 412          2         0             2             1      Typical             4
## 413          2         1             3             1      Typical             6
## 414          2         1             3             1      Typical             6
## 415          2         1             3             1      Typical             7
## 416          2         1             3             1      Typical             7
## 417          2         1             3             1      Typical             6
## 418          1         0             2             1      Typical             5
## 419          1         0             3             1      Typical             5
## 420          1         0             3             1      Typical             5
## 421          2         0             3             1    Excellent             7
## 422          3         1             4             1    Excellent            10
## 423          3         1             4             1    Excellent            11
## 424          2         0             2             1    Excellent            10
## 425          2         0             2             1    Excellent             6
## 426          2         0             3             1         Good             7
## 427          2         1             3             1    Excellent             8
## 428          2         1             3             1    Excellent             8
## 429          2         1             3             1    Excellent            10
## 430          2         0             3             1    Excellent             7
## 431          2         1             3             1    Excellent             9
## 434          3         1             4             1    Excellent            12
## 435          2         0             3             1    Excellent             7
## 436          2         0             3             1         Good             7
## 437          2         1             5             1    Excellent            10
## 438          2         0             3             1         Good             7
## 440          2         0             3             1    Excellent             7
## 441          2         0             2             1    Excellent             6
## 442          2         0             3             1    Excellent             7
## 443          2         1             4             1    Excellent            10
## 444          2         0             3             1         Good             7
## 445          2         0             3             1         Good             7
## 446          2         0             3             1         Good             8
## 447          2         0             3             1         Good             7
## 448          2         0             3             1    Excellent             8
## 449          2         0             3             1    Excellent            10
## 450          3         1             4             1         Good            10
## 451          2         0             3             1         Good             6
## 452          2         0             2             1         Good             6
## 453          2         0             1             1         Good             5
## 454          2         0             1             1         Good             5
## 455          2         0             2             1         Good             6
## 456          2         0             2             1         Good             6
## 457          2         1             2             1    Excellent             8
## 458          2         1             3             1    Excellent             8
## 459          2         0             2             1    Excellent             6
## 460          2         0             2             1    Excellent             6
## 461          2         0             3             1         Good             8
## 462          2         0             2             1         Good             6
## 463          2         0             2             1         Good             6
## 464          2         0             2             1         Good             6
## 465          2         1             3             1         Good             8
## 466          2         1             3             1         Good             7
## 467          2         1             3             1         Good             8
## 468          2         1             3             1         Good             6
## 469          2         0             2             1         Good             7
## 470          2         0             1             1         Good             7
## 471          2         0             2             1         Good             7
## 472          2         0             1             1         Good             7
## 473          2         0             2             1         Good             5
## 474          2         0             2             1         Good             5
## 475          2         1             3             1         Good             6
## 477          2         1             3             1         Good             6
## 478          2         1             3             1         Good             7
## 479          2         1             3             1         Good             7
## 480          2         1             3             1         Good             7
## 481          2         1             3             1         Good             8
## 482          2         1             3             1         Good             7
## 484          2         1             4             1         Good             8
## 485          2         1             4             1         Good             8
## 486          2         1             3             1         Good             7
## 487          2         1             3             1         Good             7
## 488          2         1             3             1      Typical             7
## 489          2         1             3             1      Typical             7
## 490          2         1             3             1      Typical             7
## 492          2         1             3             1      Typical             7
## 494          2         1             3             1      Typical             7
## 495          2         1             3             1         Good             8
## 496          2         1             4             1    Excellent             9
## 497          2         1             4             1         Good            10
## 498          2         1             3             1         Good             7
## 499          2         1             4             1         Good             8
## 500          2         1             3             1         Good             7
## 501          2         0             3             1         Good             7
## 502          2         1             4             1         Good             9
## 503          2         1             3             1         Good             7
## 504          2         1             3             1         Good             8
## 505          2         1             4             1         Good             8
## 506          2         1             3             1         Good             7
## 507          2         0             3             1         Good             6
## 508          2         0             3             1         Good             7
## 509          2         1             3             1         Good             7
## 510          2         0             3             1    Excellent             7
## 511          2         0             3             1         Good             7
## 512          2         0             3             1         Good             7
## 513          2         1             3             1         Good             8
## 515          2         1             3             1         Good             7
## 516          2         1             3             1         Good             6
## 517          2         0             2             1         Good             4
## 518          2         0             3             1         Good             6
## 519          2         0             3             1         Good             6
## 520          2         0             3             1         Good             7
## 521          2         0             3             1         Good             7
## 522          2         1             2             1    Excellent             7
## 523          2         0             2             1         Good             6
## 524          2         1             3             1    Excellent            10
## 525          2         1             3             1         Good             8
## 526          2         1             3             1         Good             9
## 527          2         0             2             1         Good             7
## 528          2         0             3             1         Good             8
## 529          2         0             3             1    Excellent             8
## 530          2         1             4             1         Good             8
## 531          2         0             2             1         Good             6
## 532          2         0             3             1         Good             6
## 533          2         1             3             1         Good             6
## 534          1         1             3             1         Good             6
## 535          1         1             3             1         Good             6
## 536          1         1             3             1         Good             5
## 537          2         1             3             1         Good             8
## 538          2         0             3             1         Good             6
## 539          2         0             2             1         Good             5
## 540          1         1             3             1         Good             6
## 541          1         1             3             1         Good             6
## 542          2         0             3             1         Good             6
## 543          2         0             2             1         Good             6
## 544          2         1             4             1         Good             8
## 545          2         0             2             1         Good             7
## 546          2         0             3             1         Good             6
## 547          2         1             3             1         Good             6
## 548          1         1             3             1      Typical             6
## 549          2         0             2             1         Good             5
## 550          2         1             3             1         Good             6
## 551          2         1             3             1      Typical             6
## 552          2         0             4             2      Typical             8
## 553          1         0             2             1      Typical             4
## 554          1         0             2             1      Typical             5
## 555          1         0             3             1      Typical             5
## 556          1         0             3             1      Typical             6
## 557          1         0             3             1      Typical             5
## 558          1         0             2             1      Typical             5
## 560          1         0             3             1         Good             6
## 561          1         0             3             1      Typical             6
## 562          1         0             3             1      Typical             5
## 563          1         0             3             1      Typical             6
## 564          2         0             2             1         Good             6
## 565          2         1             3             1         Good             7
## 566          2         1             3             1         Good             9
## 567          2         1             2             1         Good             4
## 568          2         1             2             1         Good             4
## 569          2         1             2             1         Good             6
## 570          1         1             1             1         Good             5
## 571          2         1             3             1      Typical             6
## 572          2         1             2             1         Good             4
## 573          2         1             3             1         Good             6
## 574          2         1             3             1         Good             7
## 575          2         0             2             1    Excellent             5
## 577          1         1             2             1         Good             7
## 578          2         1             4             1      Typical             5
## 579          2         0             3             1      Typical             8
## 580          1         1             4             1      Typical             8
## 581          2         0             2             1      Typical             6
## 582          2         0             3             1         Good             7
## 583          2         1             3             1      Typical             7
## 584          2         1             3             1         Good             7
## 585          1         1             3             1      Typical             6
## 586          2         1             5             1         Good             8
## 587          1         1             3             1      Typical             7
## 588          2         0             3             1      Typical             6
## 589          1         0             3             1      Typical             5
## 590          1         2             4             1         Good             8
## 591          2         0             2             1      Typical             6
## 592          2         0             3             1         Good             7
## 593          2         1             3             1         Good             6
## 594          1         0             2             1      Typical             5
## 595          1         1             3             1      Typical             7
## 596          1         0             2             1      Typical             5
## 597          2         1             4             1      Typical             8
## 598          2         0             3             1      Typical             5
## 599          2         0             3             1      Typical             7
## 600          1         0             2             1      Typical             5
## 601          1         0             3             1      Typical             5
## 603          1         0             3             1      Typical             6
## 604          2         0             3             1      Typical             7
## 605          2         0             4             2      Typical             9
## 606          1         1             3             1      Typical             6
## 607          1         1             3             1         Good             6
## 608          1         1             3             1      Typical             6
## 609          1         1             3             1      Typical             6
## 610          2         1             4             1      Typical             7
## 611          1         1             3             1      Typical             7
## 612          1         0             3             1      Typical             6
## 613          1         0             4             1         Good             7
## 614          1         0             2             1      Typical             5
## 615          1         0             2             1         Fair             5
## 616          1         0             3             1         Good             5
## 617          1         0             2             1      Typical             6
## 619          1         0             3             1      Typical             7
## 620          1         0             2             1      Typical             5
## 621          1         1             3             1      Typical             6
## 622          1         0             3             1         Good             5
## 623          2         0             4             2      Typical             8
## 624          2         0             3             1      Typical             6
## 625          1         1             3             1      Typical             6
## 626          2         0             2             1         Good             5
## 627          2         1             3             1      Typical             7
## 628          2         1             4             1         Good             8
## 630          2         0             4             1      Typical             7
## 631          1         0             3             1      Typical             6
## 632          1         1             3             1      Typical             6
## 633          1         1             3             1      Typical             5
## 634          2         0             3             1         Good             6
## 635          2         0             3             1      Typical             6
## 636          1         0             3             1      Typical             6
## 637          1         0             3             1      Typical             6
## 638          1         0             3             1         Good             6
## 639          1         0             3             1      Typical             6
## 640          1         0             3             1      Typical             6
## 641          1         0             3             1      Typical             5
## 642          2         0             4             2      Typical             8
## 643          1         0             3             1      Typical             6
## 644          1         0             3             1      Typical             5
## 645          1         0             2             1      Typical             5
## 646          1         0             2             1         Fair             5
## 647          1         0             2             1      Typical             6
## 648          1         0             2             1         Fair             4
## 649          1         0             2             1         Good             5
## 650          1         1             2             1      Typical             7
## 652          1         1             3             1      Typical             6
## 653          1         0             3             1      Typical             6
## 654          1         0             2             1      Typical             5
## 655          1         0             2             1      Typical             4
## 656          2         1             3             1      Typical             8
## 657          2         0             4             1         Good             7
## 658          1         0             2             1      Typical             6
## 659          1         0             2             1         Good             5
## 660          1         0             3             1    Excellent             6
## 661          2         0             3             1         Good             8
## 662          2         0             4             1         Good             5
## 663          1         0             2             1         Good             4
## 665          1         0             2             1         Good             4
## 666          1         1             1             1      Typical             4
## 667          2         2             6             2      Typical            12
## 668          1         1             3             1      Typical             6
## 669          1         0             3             1      Typical             6
## 670          2         2             6             2      Typical            12
## 671          1         0             2             1         Good             6
## 672          1         0             3             1      Typical             5
## 673          1         0             2             1      Typical             5
## 674          2         0             3             1      Typical             6
## 675          1         0             2             1      Typical             5
## 678          1         0             3             1      Typical             5
## 680          1         1             3             1      Typical             7
## 681          1         0             3             1      Typical             6
## 682          1         0             3             1      Typical             6
## 683          1         0             2             1      Typical             4
## 684          1         0             3             1      Typical             6
## 685          1         0             3             1      Typical             6
## 686          2         0             4             1      Typical             6
## 687          1         0             3             1      Typical             6
## 688          1         1             4             1      Typical             8
## 689          1         0             2             1         Good             4
## 690          1         0             3             1      Typical             6
## 691          1         0             2             1      Typical             5
## 692          1         0             3             1      Typical             5
## 693          1         1             2             1      Typical             5
## 694          1         0             3             1         Good             6
## 695          2         0             4             2      Typical            12
## 696          1         1             3             1      Typical             5
## 697          1         1             3             1         Good             6
## 698          2         0             3             1      Typical             7
## 699          1         1             3             1      Typical             7
## 700          2         0             4             2      Typical            11
## 702          2         0             4             2      Typical            10
## 703          1         1             3             1      Typical             6
## 704          1         0             3             1      Typical             6
## 705          1         0             2             1      Typical             4
## 706          1         1             3             1      Typical             6
## 707          2         0             3             2         Good             7
## 709          1         0             1             1      Typical             4
## 711          1         0             2             1      Typical             4
## 712          1         0             2             1      Typical             5
## 713          2         0             2             3      Typical             8
## 714          2         0             3             1         Good             7
## 715          1         1             2             1      Typical             5
## 717          1         1             4             1         Good             8
## 718          2         0             3             1    Excellent             8
## 719          1         0             3             1    Excellent             5
## 720          1         1             4             1         Good             8
## 721          1         0             2             1      Typical             5
## 722          1         0             3             1      Typical             7
## 724          1         0             2             1      Typical             7
## 726          1         0             4             1         Good             8
## 727          1         0             2             1      Typical             4
## 728          1         0             2             1      Typical             5
## 729          1         1             3             1         Good             6
## 730          1         0             3             1         Good             6
## 731          2         1             3             1    Excellent             5
## 732          2         0             3             1      Typical             7
## 734          1         0             3             1      Typical             6
## 735          1         0             2             1      Typical             4
## 736          1         0             3             1      Typical             5
## 737          1         0             4             1      Typical             6
## 738          1         0             3             1      Typical             6
## 739          1         0             2             1      Typical             4
## 740          1         0             2             1         Fair             5
## 741          1         1             3             1      Typical             5
## 742          1         0             3             1         Good             6
## 744          1         0             2             1      Typical             5
## 745          1         0             2             1      Typical             5
## 746          2         0             3             1      Typical             6
## 747          1         0             2             1      Typical             5
## 748          2         0             5             1         Good            10
## 749          1         0             3             1         Good             8
## 750          2         0             3             1      Typical             8
## 751          1         1             4             1    Excellent             7
## 752          2         0             3             1      Typical             8
## 755          2         0             4             1      Typical             8
## 756          1         0             2             1      Typical             5
## 757          1         0             3             1         Good             7
## 758          2         1             6             1      Typical             9
## 759          1         0             3             1      Typical             4
## 760          1         0             1             1         Good             5
## 761          1         1             3             1      Typical             7
## 762          1         0             2             1         Fair             4
## 763          3         0             3             1      Typical             5
## 764          3         0             3             1      Typical             5
## 765          2         0             2             2      Typical             6
## 767          2         0             3             1      Typical             6
## 769          2         0             3             1      Typical             6
## 770          1         0             3             1      Typical             5
## 771          2         1             3             1      Typical             7
## 772          1         1             3             1      Typical             6
## 773          1         0             3             1         Good             5
## 774          1         0             3             1      Typical             5
## 775          1         0             2             1      Typical             5
## 776          1         0             2             1      Typical             4
## 777          1         0             3             1      Typical             6
## 778          2         0             4             1      Typical             8
## 779          1         0             3             1      Typical             6
## 780          1         1             4             1      Typical             9
## 782          1         0             5             1      Typical             8
## 783          1         0             1             1    Excellent             5
## 784          1         0             3             1      Typical             6
## 785          1         0             1             1      Typical             4
## 786          1         0             2             1      Typical             7
## 787          2         0             4             1      Typical             8
## 788          1         0             2             1      Typical             6
## 789          1         0             3             1      Typical             7
## 790          1         0             2             1      Typical             5
## 792          1         1             3             1         Good             6
## 793          1         0             2             1      Typical             4
## 794          1         0             3             1      Typical             5
## 795          1         0             3             1      Typical             5
## 796          2         0             2             1         Good             5
## 797          1         1             3             1      Typical             8
## 798          1         0             2             1      Typical             6
## 800          1         1             1             1         Good             4
## 801          1         1             2             1         Good             5
## 802          1         1             1             1         Good             5
## 803          2         0             3             1         Good             7
## 804          2         1             3             1         Good             7
## 805          2         1             3             1         Good             8
## 806          2         1             3             1         Good             8
## 807          1         0             4             1      Typical             7
## 808          2         0             4             2      Typical             8
## 809          0         2             2             2      Typical             6
## 810          2         0             6             2      Typical             8
## 811          2         0             4             2      Typical             8
## 812          2         0             4             2      Typical             8
## 813          2         0             6             2      Typical            12
## 814          0         2             2             2         Good             6
## 815          2         0             4             2      Typical             8
## 816          4         2             6             2      Typical             8
## 817          4         2             6             2      Typical             8
## 818          4         2             6             2      Typical             8
## 819          1         1             1             1    Excellent             8
## 820          2         0             3             1         Good             7
## 821          2         0             3             1    Excellent             8
## 822          2         0             3             1    Excellent             8
## 823          2         0             3             1         Good             6
## 824          2         1             3             1         Good             7
## 825          2         0             3             1         Good             7
## 826          2         0             2             1    Excellent             7
## 827          2         1             3             1         Good             8
## 828          2         0             2             1         Good             6
## 829          2         0             2             1         Good             5
## 830          2         0             2             1         Good             6
## 831          2         0             3             1         Good             7
## 832          2         1             3             1         Good             7
## 833          2         0             2             1         Good             5
## 834          2         1             3             1         Good             7
## 835          2         1             3             1      Typical             7
## 836          1         0             3             1         Good             6
## 837          1         0             3             1      Typical             5
## 838          2         1             3             1         Good             7
## 840          2         0             3             1      Typical             5
## 841          1         1             3             1      Typical             6
## 842          1         0             3             1      Typical             5
## 843          2         1             3             1         Good             6
## 844          2         0             3             1         Good             6
## 845          2         0             3             1         Good             6
## 846          2         1             3             1      Typical             7
## 847          2         1             3             1         Good             7
## 848          2         0             3             1         Good             6
## 849          2         1             3             1         Good             6
## 850          2         0             3             1         Good             6
## 851          2         0             3             1         Good             6
## 852          2         0             3             1         Good             6
## 853          2         0             3             1      Typical             5
## 854          1         0             3             1      Typical             5
## 855          1         0             2             1      Typical             5
## 856          2         0             3             1         Good             5
## 857          1         0             3             1      Typical             6
## 858          1         1             3             1         Good             5
## 859          1         0             3             1      Typical             5
## 860          1         0             2             1      Typical             6
## 861          1         0             2             1      Typical             5
## 862          1         0             2             1      Typical             5
## 863          2         0             3             1         Good             6
## 864          2         1             4             1         Good             8
## 865          2         0             3             1    Excellent             7
## 866          2         1             3             1    Excellent             7
## 867          2         1             3             1    Excellent             8
## 868          2         1             3             1         Good             6
## 869          2         1             3             1         Good             6
## 870          2         0             2             1         Good             5
## 871          2         0             3             1         Good             6
## 872          2         0             3             1         Good             7
## 873          2         0             3             1         Good             7
## 874          2         1             3             1         Good             8
## 875          2         1             2             1         Good             7
## 876          2         0             3             1         Good             6
## 877          2         0             3             1         Good             6
## 878          1         0             1             1         Good             4
## 879          1         0             1             1         Good             4
## 880          2         0             3             1         Good             7
## 881          2         1             3             1         Good             7
## 882          2         0             3             1         Good             6
## 883          2         1             3             1         Good             7
## 884          2         1             3             1         Good             6
## 885          2         0             2             1         Good             5
## 886          1         0             3             1      Typical             7
## 887          1         0             2             1      Typical             3
## 888          3         0             4             1         Good             7
## 889          1         1             3             1      Typical             6
## 890          1         0             3             1      Typical             7
## 891          1         0             3             1      Typical             6
## 892          2         0             3             1    Excellent             8
## 894          1         0             2             1      Typical             4
## 895          1         0             3             1      Typical             5
## 896          1         0             3             1      Typical             6
## 898          1         0             2             1      Typical             4
## 900          2         0             6             2      Typical            10
## 901          1         0             2             1      Typical             7
## 902          1         0             3             1      Typical             5
## 904          1         0             3             1      Typical             6
## 905          2         0             3             1      Typical             6
## 906          1         1             3             1      Typical             7
## 907          1         0             3             1      Typical             6
## 908          1         0             1             1         Fair             3
## 909          2         0             3             1      Typical             7
## 911          1         1             3             1      Typical             6
## 912          2         0             4             1         Good             7
## 913          1         0             3             1         Good             6
## 914          2         1             3             1         Good             7
## 915          1         0             3             1         Good             6
## 917          2         0             3             1      Typical             6
## 918          1         0             3             1      Typical             6
## 919          1         1             3             1         Good             9
## 920          1         1             2             1      Typical             6
## 921          1         0             3             1         Good             7
## 922          1         1             2             1      Typical             7
## 923          1         0             2             1      Typical             5
## 924          1         0             2             1      Typical             5
## 925          1         1             3             1      Typical             7
## 926          2         1             5             2      Typical            13
## 927          1         0             2             1      Typical             6
## 928          1         1             3             1         Fair             7
## 929          2         0             3             1      Typical             6
## 931          1         0             3             1         Good             6
## 932          1         1             3             1      Typical             6
## 933          1         0             2             1      Typical             5
## 934          1         1             2             1         Good             5
## 935          1         1             2             1      Typical             5
## 936          1         1             2             1      Typical             5
## 937          2         1             3             1      Typical             6
## 938          2         0             3             1    Excellent             7
## 939          2         0             3             1         Good             5
## 940          1         0             3             1      Typical             6
## 941          2         0             5             1         Good            11
## 942          1         0             3             1      Typical             6
## 945          2         0             2             1    Excellent             5
## 947          2         1             3             1         Good             7
## 948          1         1             1             1         Good             6
## 949          2         0             3             1         Good             7
## 950          2         1             3             1         Good             7
## 951          1         0             2             1      Typical             5
## 952          1         1             2             1      Typical             5
## 953          2         0             4             2         Good             8
## 954          2         0             3             1         Good             6
## 955          2         0             2             1      Typical             5
## 957          2         0             3             1      Typical             8
## 958          2         0             2             1    Excellent             6
## 959          2         1             3             1         Good             6
## 960          2         0             3             1    Excellent             9
## 961          2         0             3             1    Excellent             7
## 962          2         0             3             1         Good             7
## 963          2         0             3             1         Good             6
## 964          2         1             3             1         Good             7
## 965          2         1             3             1         Good             7
## 966          2         0             2             1         Good             6
## 967          2         1             3             1         Good             9
## 968          2         0             2             1    Excellent             8
## 969          2         0             2             1    Excellent             7
## 970          1         0             3             1         Good             6
## 971          1         0             3             1      Typical             9
## 972          2         0             2             1      Typical             5
## 973          2         0             2             1      Typical             5
## 974          1         0             2             1      Typical             5
## 975          1         0             3             1      Typical             5
## 976          1         0             1             1         Good             3
## 977          2         0             3             1      Typical             7
## 978          1         0             1             1      Typical             3
## 979          1         1             3             1      Typical             6
## 980          1         1             3             1      Typical             6
## 981          1         0             2             1      Typical             4
## 982          1         0             2             1      Typical             5
## 983          1         0             1             1         Good             4
## 984          1         0             3             1      Typical             5
## 985          1         0             2             1      Typical             5
## 987          1         1             3             1      Typical             6
## 988          2         0             2             1         Good             5
## 989          1         1             4             1      Typical             7
## 990          1         0             3             1      Typical             6
## 991          2         1             4             1      Typical             7
## 992          2         1             4             1      Typical             9
## 993          2         1             3             1      Typical             7
## 994          2         1             3             1      Typical             7
## 995          2         1             3             1      Typical             7
## 996          2         1             3             1      Typical             7
## 997          2         1             3             1      Typical             7
## 998          2         0             3             1         Good             7
## 999          2         1             3             1      Typical             6
## 1000         1         1             0             1    Excellent             5
## 1001         1         1             1             1         Good             6
## 1002         2         0             2             1         Good             5
## 1003         2         0             2             1         Good             5
## 1004         2         1             3             1      Typical             7
## 1005         2         1             3             1      Typical             7
## 1006         2         1             3             1      Typical             8
## 1007         2         1             3             1         Good             7
## 1008         2         1             3             1         Good             7
## 1009         2         0             2             1         Good             5
## 1010         2         0             2             1         Good             5
## 1011         3         1             5             1    Excellent             9
## 1012         2         1             4             1    Excellent            11
## 1013         2         0             2             1    Excellent             7
## 1016         2         1             3             1      Typical             6
## 1017         2         1             3             1      Typical             7
## 1018         2         0             2             1    Excellent             6
## 1019         2         0             3             1         Good             7
## 1020         2         0             3             1      Typical             6
## 1021         2         0             3             1         Good             7
## 1022         2         0             3             1         Good             6
## 1023         2         1             4             1      Typical            11
## 1024         2         0             3             1         Good             6
## 1025         2         0             3             1    Excellent             6
## 1026         2         1             3             1      Typical             7
## 1027         1         1             3             1      Typical             7
## 1029         2         0             3             1      Typical             7
## 1030         2         0             2             1      Typical             5
## 1031         2         1             4             1      Typical             8
## 1032         1         1             3             1         Good             5
## 1033         2         1             4             1         Good             9
## 1034         2         2             4             2      Typical             8
## 1035         1         1             3             1      Typical             6
## 1036         1         0             2             1      Typical             4
## 1037         1         0             3             1      Typical             5
## 1038         1         0             3             1      Typical             5
## 1039         2         0             2             1         Good             5
## 1040         1         1             2             1      Typical             5
## 1041         1         1             2             1      Typical             5
## 1042         1         1             2             1      Typical             5
## 1043         1         1             2             1      Typical             5
## 1044         1         1             2             1      Typical             4
## 1045         1         1             2             1      Typical             5
## 1046         2         1             3             1      Typical             6
## 1047         2         0             2             1      Typical             4
## 1048         2         1             4             1      Typical             7
## 1049         2         0             2             1      Typical             4
## 1050         1         0             3             1      Typical             5
## 1051         2         0             2             1    Excellent             7
## 1052         2         1             3             1    Excellent             9
## 1054         2         1             3             1    Excellent            11
## 1055         2         0             3             1         Good             7
## 1056         2         0             2             1         Good             6
## 1057         2         1             4             1    Excellent             9
## 1058         2         0             2             1    Excellent             7
## 1059         2         1             4             1    Excellent             9
## 1060         2         1             4             1    Excellent            10
## 1061         2         1             3             1    Excellent             9
## 1062         2         1             4             1         Good            10
## 1063         2         1             4             1    Excellent             9
## 1065         2         1             3             1    Excellent            10
## 1066         2         1             3             1         Good             8
## 1067         2         0             2             1         Good             7
## 1068         2         1             4             1         Good            10
## 1069         2         1             4             1         Good             9
## 1070         2         0             2             1    Excellent             7
## 1071         1         1             1             1    Excellent             7
## 1072         2         0             2             1         Good             6
## 1073         1         1             1             1    Excellent             6
## 1074         2         0             2             1    Excellent             6
## 1075         2         0             2             1    Excellent             6
## 1076         2         0             2             1         Good             6
## 1077         2         0             2             1         Good             6
## 1078         2         1             2             1         Good             6
## 1079         2         1             2             1         Good             6
## 1080         2         0             2             1         Good             6
## 1081         2         0             2             1         Good             6
## 1082         2         0             2             1         Good             7
## 1083         2         0             2             1         Good             7
## 1084         2         0             2             1         Good             6
## 1085         2         0             2             1         Good             5
## 1086         2         1             3             1         Good             8
## 1087         2         1             3             1      Typical             8
## 1088         2         0             2             1         Good             5
## 1089         2         1             3             1         Good             8
## 1090         2         1             3             1         Good             7
## 1091         2         1             4             1         Good             9
## 1092         2         0             2             1         Good             6
## 1093         2         1             3             1      Typical             8
## 1094         2         1             3             1      Typical             8
## 1095         2         1             3             1         Good             8
## 1096         2         1             3             1         Good             6
## 1097         2         1             4             1      Typical             8
## 1098         2         1             3             1      Typical             7
## 1099         2         1             3             1         Good             9
## 1100         2         1             4             1         Good             8
## 1101         2         1             4             1         Good             9
## 1102         2         1             4             1    Excellent             8
## 1103         2         0             2             1         Good             5
## 1104         2         1             4             1         Good            12
## 1105         2         1             4             1         Good             9
## 1106         2         1             2             1         Good             7
## 1107         2         1             3             1         Good             9
## 1109         2         1             3             1         Good             5
## 1110         2         0             2             1         Good             7
## 1111         2         0             3             1         Good             7
## 1112         2         1             4             1         Good             9
## 1113         2         0             3             1         Good             7
## 1114         2         0             3             1         Good             7
## 1115         2         0             2             1    Excellent             6
## 1116         2         0             3             1         Good             6
## 1117         2         0             3             1    Excellent             6
## 1118         3         0             3             1         Good             7
## 1119         2         1             3             1         Good             8
## 1120         2         0             3             1         Good             6
## 1121         2         0             3             1         Good             6
## 1122         2         0             3             1         Good             6
## 1123         2         0             3             1         Good             6
## 1124         2         1             3             1         Good             7
## 1125         2         1             3             1         Good             9
## 1126         2         1             3             1         Good             9
## 1127         2         1             3             1    Excellent             8
## 1128         2         1             3             1         Good             7
## 1129         2         0             3             1         Good             7
## 1130         2         0             2             1         Good             6
## 1131         2         1             3             1         Good             7
## 1132         1         0             3             1         Good             6
## 1133         2         1             3             1         Good             7
## 1134         2         1             3             1         Good             8
## 1135         1         0             3             1         Good             6
## 1136         1         1             3             1         Good             6
## 1137         1         0             3             1         Good             6
## 1138         2         1             3             1         Good             6
## 1139         2         0             3             1         Good             6
## 1140         2         1             3             1         Good             6
## 1141         2         1             3             1         Good             7
## 1142         2         0             3             1         Good             7
## 1143         2         1             3             1         Good             6
## 1144         2         1             3             1         Good             7
## 1145         2         1             3             1         Good             7
## 1146         2         0             3             1         Good             6
## 1148         2         0             2             1         Good             5
## 1149         2         0             2             1         Good             5
## 1150         1         0             3             1      Typical             5
## 1151         1         0             2             1      Typical             4
## 1152         1         0             3             1         Good             5
## 1153         1         0             3             1      Typical             5
## 1154         1         0             3             1      Typical             5
## 1155         1         0             3             1         Good             5
## 1156         2         0             3             1      Typical             6
## 1157         2         0             4             1      Typical             5
## 1158         2         1             4             1         Good             9
## 1159         2         1             4             1         Good            10
## 1160         2         0             2             1         Good             5
## 1161         2         1             2             1         Good             5
## 1162         2         0             1             1         Good             5
## 1163         2         1             2             1         Good             5
## 1164         2         0             2             1         Good             5
## 1165         2         0             2             1         Good             5
## 1166         2         1             3             1      Typical             6
## 1167         2         1             3             1      Typical             6
## 1168         2         0             2             1    Excellent             5
## 1169         1         1             1             1         Good             5
## 1170         1         1             2             1    Excellent             5
## 1171         2         0             2             1    Excellent             5
## 1172         2         0             2             1         Good             5
## 1173         2         1             2             1         Good             4
## 1174         2         1             3             1         Good             5
## 1175         2         1             3             1      Typical             7
## 1176         2         1             3             1         Good             7
## 1177         2         1             3             1         Good             7
## 1178         2         1             2             1    Excellent             7
## 1179         1         1             1             1    Excellent             4
## 1180         1         1             1             1         Good             4
## 1182         2         0             3             1      Typical             6
## 1183         2         2             3             1         Good             9
## 1185         2         1             3             1      Typical             7
## 1186         2         0             3             1      Typical             7
## 1187         2         0             4             1      Typical             7
## 1188         1         1             4             1      Typical             8
## 1189         2         0             3             1         Good             5
## 1190         2         0             4             1         Good             8
## 1191         2         0             4             2      Typical             8
## 1192         2         1             4             1      Typical             9
## 1193         1         1             4             1      Typical             7
## 1194         1         0             2             1         Good             5
## 1195         1         0             3             1      Typical             5
## 1196         2         0             6             2      Typical            10
## 1197         2         0             6             2      Typical            10
## 1198         2         0             4             2      Typical             8
## 1199         1         1             4             1      Typical             7
## 1200         3         1             4             1         Good            11
## 1201         2         1             4             1         Good             8
## 1202         1         1             4             1         Good             7
## 1203         1         0             3             1    Excellent             6
## 1204         2         1             4             1      Typical             9
## 1205         1         0             2             1      Typical             6
## 1206         1         0             3             1      Typical             5
## 1207         1         0             2             1      Typical             4
## 1208         2         0             3             1      Typical             6
## 1209         2         0             3             1      Typical             7
## 1210         1         1             3             1      Typical             6
## 1211         1         0             3             1      Typical             5
## 1212         1         0             3             1      Typical             6
## 1213         2         0             3             1         Good             6
## 1215         1         0             3             1      Typical             5
## 1216         1         1             3             1         Good             5
## 1217         1         0             3             1         Good             7
## 1218         1         0             3             1      Typical             6
## 1219         1         0             3             1         Good             6
## 1223         1         0             2             1      Typical             5
## 1224         2         0             3             1         Good             6
## 1225         1         0             3             1      Typical             6
## 1226         1         0             3             1         Good             7
## 1227         1         0             3             1         Good             8
## 1228         1         0             3             1      Typical             5
## 1229         1         2             4             1         Good             8
## 1230         1         1             3             1      Typical             6
## 1231         1         0             3             1      Typical             6
## 1232         1         1             3             1         Good             7
## 1233         1         0             3             1      Typical             6
## 1234         2         1             4             1         Good             9
## 1235         1         0             3             1      Typical             6
## 1236         1         1             3             1      Typical             6
## 1237         1         0             3             1      Typical             6
## 1238         1         0             3             1      Typical             6
## 1239         2         0             2             1         Good             7
## 1240         1         0             3             1      Typical             6
## 1241         1         0             3             1      Typical             5
## 1242         1         0             2             1      Typical             6
## 1243         1         1             3             1      Typical             6
## 1244         1         0             3             1      Typical             5
## 1245         1         0             3             1      Typical             5
## 1246         1         0             2             1         Good             4
## 1247         1         1             3             1      Typical             6
## 1248         1         0             2             1      Typical             5
## 1249         2         0             3             1      Typical             6
## 1250         1         0             2             1      Typical             4
## 1251         1         0             2             1      Typical             4
## 1253         1         0             2             1      Typical             6
## 1254         2         0             5             2      Typical             9
## 1255         1         0             1             1      Typical             3
## 1256         1         0             3             1      Typical             5
## 1257         1         1             3             1      Typical             6
## 1258         1         0             2             1      Typical             4
## 1259         1         0             3             1      Typical             7
## 1260         2         0             3             2      Typical             7
## 1261         1         1             4             1      Typical             8
## 1262         1         1             3             1      Typical             5
## 1264         1         1             2             1      Typical             5
## 1265         1         0             3             1      Typical             5
## 1266         2         0             4             1         Good             9
## 1267         1         0             3             1         Good             5
## 1268         1         0             2             1      Typical             5
## 1269         1         0             3             1      Typical             7
## 1270         2         0             4             1      Typical             7
## 1271         1         1             3             1         Good             6
## 1272         1         0             3             1      Typical             6
## 1273         1         1             3             1      Typical             6
## 1274         2         0             3             1      Typical             5
## 1275         1         0             2             1      Typical             4
## 1276         1         0             2             1         Good             4
## 1277         1         0             4             1      Typical             6
## 1278         2         0             6             2      Typical            10
## 1279         1         1             3             1      Typical             6
## 1280         1         0             2             1      Typical             4
## 1281         1         1             4             1      Typical             8
## 1282         1         1             4             1      Typical             7
## 1283         1         0             3             1      Typical             6
## 1284         1         0             3             1      Typical             7
## 1286         2         0             3             1         Good             8
## 1287         1         0             3             1      Typical             6
## 1288         1         0             2             1      Typical             6
## 1289         2         0             5             1      Typical             8
## 1290         1         0             2             1      Typical             4
## 1291         1         1             4             1         Good             7
## 1292         2         0             3             2      Typical             9
## 1293         2         1             3             1         Good             6
## 1294         2         0             2             1      Typical             8
## 1295         1         0             2             1    Excellent             6
## 1296         1         0             2             1         Good             5
## 1298         1         0             2             1      Typical             5
## 1299         1         0             3             1         Good             5
## 1300         1         0             2             1      Typical             5
## 1301         1         0             2             1         Good             6
## 1302         1         0             3             1      Typical             5
## 1303         1         0             1             1      Typical             3
## 1304         1         0             3             1      Typical             5
## 1305         1         0             2             1      Typical             4
## 1309         1         1             4             1      Typical             7
## 1310         1         0             3             1      Typical             7
## 1311         1         0             4             1      Typical             7
## 1312         1         0             2             1      Typical             5
## 1315         1         1             3             1         Good             7
## 1316         2         0             3             1         Good             7
## 1317         2         0             3             2      Typical             7
## 1318         2         0             3             1      Typical             9
## 1320         1         0             2             1      Typical             5
## 1323         2         0             5             1      Typical            10
## 1324         1         0             2             1         Fair             5
## 1325         2         0             4             1      Typical             7
## 1326         1         0             2             1      Typical             4
## 1327         1         0             2             1      Typical             5
## 1328         1         0             2             1      Typical             5
## 1331         2         0             3             1      Typical             6
## 1332         1         0             2             1         Good             5
## 1333         1         0             3             1         Good             6
## 1334         1         1             3             1      Typical             6
## 1335         1         1             3             1         Good             6
## 1336         1         0             2             1      Typical             5
## 1337         1         0             3             1      Typical             5
## 1338         2         0             3             1      Typical             5
##      Functional Fireplaces Fireplace_Qu         Garage_Type Garage_Finish
## 1           Typ          2         Good              Attchd           Fin
## 2           Typ          0 No_Fireplace              Attchd           Unf
## 4           Typ          2      Typical              Attchd           Fin
## 5           Typ          1      Typical              Attchd           Fin
## 6           Typ          1         Good              Attchd           Fin
## 7           Typ          0 No_Fireplace              Attchd           Fin
## 8           Typ          0 No_Fireplace              Attchd           RFn
## 9           Typ          1      Typical              Attchd           RFn
## 10          Typ          1      Typical              Attchd           Fin
## 11          Typ          1      Typical              Attchd           Fin
## 12          Typ          0 No_Fireplace              Attchd           Fin
## 13          Typ          1         Good              Attchd           Fin
## 14          Typ          1         Poor              Attchd           Unf
## 15          Typ          0 No_Fireplace              Attchd           RFn
## 16          Mod          1         Good             BuiltIn           Fin
## 19          Typ          0 No_Fireplace              Detchd           Unf
## 20         Min1          2      Typical              Attchd           Unf
## 21          Typ          1      Typical              Attchd           RFn
## 22          Typ          2      Typical              Attchd           RFn
## 23          Typ          0 No_Fireplace              Attchd           RFn
## 24          Typ          1      Typical              Attchd           Fin
## 25          Typ          1         Fair              Attchd           Fin
## 26          Typ          1         Fair              Attchd           Unf
## 27          Typ          0 No_Fireplace              Attchd           Fin
## 29          Typ          1         Fair              Attchd           Fin
## 30          Typ          0 No_Fireplace              Detchd           Unf
## 31          Typ          0 No_Fireplace              Detchd           Unf
## 32          Typ          0 No_Fireplace              Detchd           Unf
## 33          Typ          1         Fair              Attchd           RFn
## 34          Typ          1      Typical              Attchd           Unf
## 35          Typ          0 No_Fireplace              Attchd           Unf
## 36          Typ          1      Typical              Attchd           Unf
## 37          Typ          1         Good              Attchd           Fin
## 38          Typ          1         Good              Attchd           RFn
## 39          Typ          1         Good              Attchd           Fin
## 40          Typ          0 No_Fireplace              Attchd           RFn
## 41          Typ          1         Good              Attchd           RFn
## 42          Typ          1         Good              Attchd           Fin
## 43          Typ          1         Good              Attchd           RFn
## 44          Typ          0 No_Fireplace              Attchd           RFn
## 45          Typ          2         Good              Attchd           Fin
## 46          Typ          1         Good              Attchd           RFn
## 47          Typ          2         Good              Attchd           Fin
## 48          Typ          1    Excellent              Attchd           Fin
## 49          Typ          1         Good              Attchd           RFn
## 50          Typ          1         Good              Attchd           RFn
## 51          Typ          0 No_Fireplace             BuiltIn           RFn
## 52          Typ          0 No_Fireplace              Attchd           Fin
## 53          Typ          0 No_Fireplace              Attchd           Fin
## 54          Typ          1      Typical              Attchd           Fin
## 55          Typ          1         Good             BuiltIn           Fin
## 56          Typ          2      Typical             BuiltIn           Fin
## 57          Typ          1         Good             BuiltIn           Fin
## 58          Typ          1      Typical             BuiltIn           Fin
## 59          Typ          1         Good             BuiltIn           Fin
## 60          Typ          1      Typical             BuiltIn           Fin
## 61          Typ          1      Typical              Attchd           Fin
## 62          Typ          1      Typical              Attchd           Fin
## 63          Typ          2      Typical              Attchd           RFn
## 64          Typ          1         Good              Attchd           Fin
## 65          Typ          0 No_Fireplace              Attchd           Fin
## 66          Typ          1    Excellent              Attchd           Fin
## 67          Typ          1         Good              Attchd           RFn
## 68          Typ          0 No_Fireplace              Attchd           RFn
## 70          Typ          0 No_Fireplace              Attchd           RFn
## 71          Typ          1         Good              Attchd           RFn
## 72          Typ          1         Good              Attchd           Fin
## 73          Typ          0 No_Fireplace             BuiltIn           RFn
## 74          Typ          0 No_Fireplace              Attchd           RFn
## 75          Typ          2         Fair              Attchd           RFn
## 76          Typ          1      Typical              Attchd           RFn
## 77          Typ          1      Typical              Attchd           RFn
## 78          Typ          1      Typical              Attchd           Unf
## 79          Typ          0 No_Fireplace              Attchd           Unf
## 81          Typ          0 No_Fireplace              Attchd           Unf
## 82          Typ          1      Typical              Attchd           Unf
## 83          Typ          0 No_Fireplace              Detchd           Unf
## 84          Typ          0 No_Fireplace              Attchd           Unf
## 85         Min2          0 No_Fireplace              Detchd           Unf
## 86          Typ          1         Good              Detchd           Unf
## 87          Typ          0 No_Fireplace              Detchd           Unf
## 88          Typ          0 No_Fireplace              Attchd           Fin
## 89          Typ          0 No_Fireplace              Detchd           Unf
## 91          Typ          1      Typical              Attchd           RFn
## 92          Typ          1      Typical              Attchd           RFn
## 93          Typ          1      Typical              Attchd           RFn
## 94          Typ          1         Good              Attchd           Fin
## 95          Typ          0 No_Fireplace              Attchd           RFn
## 96          Typ          0 No_Fireplace              Detchd           RFn
## 97          Typ          0 No_Fireplace              Detchd           RFn
## 98          Typ          0 No_Fireplace              Detchd           RFn
## 99          Typ          0 No_Fireplace              Detchd           RFn
## 100         Typ          1         Good              Attchd           Fin
## 101         Typ          0 No_Fireplace              Detchd           Unf
## 102         Typ          0 No_Fireplace              Detchd           Unf
## 103         Typ          0 No_Fireplace              Detchd           Unf
## 104         Typ          0 No_Fireplace              Attchd           RFn
## 106         Typ          1      Typical              Attchd           RFn
## 109         Typ          0 No_Fireplace              Attchd           RFn
## 110         Typ          1         Good              Attchd           RFn
## 111         Typ          0 No_Fireplace              Attchd           RFn
## 112         Typ          1      Typical              Attchd           Unf
## 113         Typ          2      Typical              Attchd           RFn
## 114         Typ          1      Typical              Attchd           RFn
## 115         Typ          1      Typical              Attchd           Unf
## 116         Typ          1      Typical              Attchd           RFn
## 117         Typ          0 No_Fireplace              Attchd           RFn
## 118         Typ          0 No_Fireplace              Attchd           RFn
## 119         Typ          2         Good              Attchd           Unf
## 120         Typ          0 No_Fireplace           No_Garage     No_Garage
## 121         Typ          0 No_Fireplace              Attchd           RFn
## 122         Typ          0 No_Fireplace              Attchd           RFn
## 123         Typ          0 No_Fireplace              Attchd           Unf
## 124         Typ          1         Good              Attchd           RFn
## 125         Typ          0 No_Fireplace              Attchd           RFn
## 127         Typ          0 No_Fireplace              Attchd           Unf
## 128        Min2          2         Good              Detchd           Unf
## 129         Typ          1         Good              Attchd           Unf
## 130         Typ          0 No_Fireplace           No_Garage     No_Garage
## 132         Typ          0 No_Fireplace              Attchd           RFn
## 133         Typ          2         Good             Basment           RFn
## 134         Typ          1         Good              Attchd           Fin
## 135         Typ          1         Good              Attchd           Unf
## 136         Typ          0 No_Fireplace              Detchd           Unf
## 137        Min1          1         Good              Attchd           RFn
## 138         Mod          1         Good              Attchd           Fin
## 139         Typ          0 No_Fireplace              Attchd           Unf
## 140         Typ          0 No_Fireplace              Attchd           RFn
## 141         Typ          0 No_Fireplace              Attchd           RFn
## 142         Typ          1         Good              Attchd           RFn
## 143         Typ          0 No_Fireplace              Attchd           RFn
## 144         Typ          0 No_Fireplace              Attchd           RFn
## 145         Typ          0 No_Fireplace              Attchd           RFn
## 146         Typ          2         Good              Attchd           Unf
## 147         Typ          0 No_Fireplace              Attchd           RFn
## 148         Typ          2         Good              Attchd           Unf
## 149         Typ          0 No_Fireplace              Attchd           Unf
## 150         Typ          0 No_Fireplace              Detchd           Unf
## 151         Typ          0 No_Fireplace              Attchd           Unf
## 152         Typ          0 No_Fireplace              Attchd           Unf
## 153         Typ          0 No_Fireplace              Detchd           Unf
## 154         Typ          0 No_Fireplace              Detchd           Unf
## 155         Mod          1         Poor              Detchd           Unf
## 156         Typ          0 No_Fireplace              Attchd           Unf
## 157         Typ          0 No_Fireplace              Attchd           Fin
## 158         Typ          1         Good              Attchd           Unf
## 159         Typ          0 No_Fireplace              Detchd           Unf
## 160         Typ          1         Good              Detchd           Fin
## 162         Typ          0 No_Fireplace              Detchd           Unf
## 163         Typ          0 No_Fireplace              Attchd           RFn
## 164         Typ          0 No_Fireplace              Detchd           Unf
## 165         Typ          0 No_Fireplace              Detchd           Unf
## 166         Typ          0 No_Fireplace              Attchd           Unf
## 167         Typ          0 No_Fireplace              Detchd           RFn
## 168        Min1          1      Typical              Attchd           RFn
## 169         Typ          1      Typical              Attchd           Unf
## 170        Min2          2         Good             Basment           Unf
## 171        Min2          0 No_Fireplace           No_Garage     No_Garage
## 172         Typ          1         Good           No_Garage     No_Garage
## 173         Typ          1         Good              Detchd           Unf
## 174         Typ          0 No_Fireplace              Detchd           Unf
## 175         Typ          0 No_Fireplace              Detchd           Unf
## 176         Typ          0 No_Fireplace              Attchd           Unf
## 177         Typ          2         Good              Attchd           Unf
## 178         Typ          0 No_Fireplace              Detchd           Unf
## 179         Typ          0 No_Fireplace              Detchd           Unf
## 180         Typ          1         Good              Detchd           Unf
## 181         Typ          0 No_Fireplace              Detchd           Unf
## 183         Typ          0 No_Fireplace              Detchd           Unf
## 184         Typ          0 No_Fireplace              Detchd           Unf
## 185         Typ          0 No_Fireplace              Detchd           Unf
## 186         Typ          0 No_Fireplace              Detchd           Unf
## 188         Typ          0 No_Fireplace              Attchd           Unf
## 189         Typ          0 No_Fireplace              Detchd           Unf
## 190         Typ          0 No_Fireplace              Detchd           Unf
## 191        Min1          0 No_Fireplace              Detchd           Unf
## 192         Typ          0 No_Fireplace              Detchd           Unf
## 193         Typ          1         Good              Detchd           Unf
## 194         Typ          0 No_Fireplace              Detchd           Unf
## 195         Typ          0 No_Fireplace              Detchd           Unf
## 196         Typ          2         Good              Detchd           Unf
## 197        Min2          2         Fair              Detchd           Unf
## 198         Typ          0 No_Fireplace              Detchd           Unf
## 199         Typ          0 No_Fireplace              Detchd           Fin
## 200         Typ          1         Good              Detchd           Unf
## 201         Typ          1         Good              Detchd           Unf
## 202         Typ          0 No_Fireplace              Detchd           Unf
## 203         Typ          1      Typical              Detchd           Unf
## 204         Typ          0 No_Fireplace           No_Garage     No_Garage
## 205         Typ          0 No_Fireplace              Detchd           Unf
## 208         Typ          1         Poor              Detchd           Unf
## 209         Typ          2      Typical              Attchd           Unf
## 210         Typ          2         Good              Attchd           Unf
## 212         Typ          0 No_Fireplace           No_Garage     No_Garage
## 213         Typ          0 No_Fireplace              Detchd           Unf
## 215         Typ          1         Good              Detchd           Unf
## 216         Typ          0 No_Fireplace           No_Garage     No_Garage
## 217         Typ          0 No_Fireplace           No_Garage     No_Garage
## 218         Typ          0 No_Fireplace           No_Garage     No_Garage
## 219         Typ          0 No_Fireplace              Attchd           Unf
## 220         Mod          1         Good              Detchd           Unf
## 221         Typ          1         Fair              Detchd           Unf
## 222         Typ          1      Typical              Attchd           Unf
## 223         Typ          0 No_Fireplace              Detchd           Unf
## 224         Typ          0 No_Fireplace              Attchd           Fin
## 225         Typ          0 No_Fireplace              Detchd           Unf
## 226         Typ          2      Typical              Attchd           Fin
## 227         Typ          2      Typical              Attchd           Unf
## 228         Typ          1      Typical              Attchd           Fin
## 229         Typ          0 No_Fireplace              Attchd           RFn
## 230         Typ          2      Typical              Attchd           RFn
## 231         Typ          0 No_Fireplace              Detchd           Unf
## 232        Min2          0 No_Fireplace              Attchd           Unf
## 234         Typ          1      Typical              Attchd           Fin
## 235         Typ          1         Good              Attchd           RFn
## 236         Typ          0 No_Fireplace             Basment           Unf
## 237         Typ          1      Typical              Attchd           Unf
## 238         Typ          0 No_Fireplace              Attchd           Unf
## 239         Typ          1      Typical              Detchd           Unf
## 240         Typ          0 No_Fireplace              Attchd           Fin
## 241         Typ          0 No_Fireplace              Attchd           RFn
## 243         Typ          0 No_Fireplace              Detchd           Unf
## 244         Typ          0 No_Fireplace              Detchd           Unf
## 245         Typ          1      Typical              Attchd           Fin
## 246         Typ          2      Typical              Attchd           RFn
## 247         Typ          1         Good More_Than_Two_Types           RFn
## 248         Typ          1      Typical              Attchd           Fin
## 249         Typ          0 No_Fireplace              Attchd           Unf
## 250         Typ          0 No_Fireplace              Attchd           RFn
## 251         Typ          0 No_Fireplace              Attchd           RFn
## 252         Typ          0 No_Fireplace              Attchd           RFn
## 253         Typ          0 No_Fireplace              Attchd           RFn
## 254         Typ          2      Typical              Attchd           Unf
## 255         Typ          0 No_Fireplace              Detchd           Unf
## 256         Typ          0 No_Fireplace              Attchd           Unf
## 257         Typ          0 No_Fireplace              Attchd           Unf
## 258         Typ          1      Typical              Attchd           RFn
## 259         Typ          0 No_Fireplace              Attchd           RFn
## 260         Typ          0 No_Fireplace              Attchd           Unf
## 261         Typ          0 No_Fireplace              Attchd           Fin
## 262         Typ          0 No_Fireplace              Attchd           Unf
## 263         Typ          0 No_Fireplace              Detchd           Unf
## 264         Typ          1         Good              Attchd           RFn
## 265         Typ          1      Typical              Attchd           RFn
## 266         Typ          1      Typical              Attchd           RFn
## 267         Typ          1      Typical              Attchd           Fin
## 268         Typ          0 No_Fireplace              Attchd           RFn
## 269         Typ          0 No_Fireplace              Attchd           Fin
## 270         Typ          0 No_Fireplace              Attchd           RFn
## 271         Typ          1      Typical              Attchd           Fin
## 272         Typ          0 No_Fireplace              Attchd           RFn
## 273         Typ          0 No_Fireplace              Attchd           RFn
## 274        Min1          0 No_Fireplace              Detchd           Unf
## 277         Typ          0 No_Fireplace              Attchd           RFn
## 278         Typ          0 No_Fireplace              Detchd           Unf
## 279         Typ          1         Fair              Detchd           Unf
## 280         Typ          1      Typical              Detchd           Unf
## 281         Typ          0 No_Fireplace           No_Garage     No_Garage
## 282         Typ          0 No_Fireplace              Attchd           RFn
## 283         Typ          1         Good              Detchd           Unf
## 285        Min2          1         Good             Basment           Unf
## 286         Typ          1         Good              Detchd           Unf
## 287         Typ          0 No_Fireplace              Detchd           Unf
## 288         Typ          0 No_Fireplace              Detchd           Unf
## 289         Typ          1         Good              Detchd           Unf
## 290         Typ          1         Good              Detchd           Unf
## 293        Min2          1         Good              Detchd           Unf
## 294         Typ          2      Typical              Attchd           Unf
## 295         Typ          0 No_Fireplace              Detchd           Unf
## 296         Typ          2         Good              Attchd           RFn
## 297         Typ          2      Typical              Attchd           Fin
## 298         Typ          0 No_Fireplace             BuiltIn           RFn
## 299         Typ          1      Typical              Attchd           Fin
## 300         Typ          1      Typical              Attchd           Unf
## 301         Typ          2      Typical              Attchd           Fin
## 302         Typ          0 No_Fireplace              Detchd           Unf
## 304         Typ          0 No_Fireplace              Detchd           Unf
## 305         Typ          0 No_Fireplace              Detchd           RFn
## 306         Typ          0 No_Fireplace              Detchd           RFn
## 307         Typ          0 No_Fireplace             Basment           Unf
## 308         Typ          0 No_Fireplace              Detchd           RFn
## 309         Typ          1         Good              Attchd           Fin
## 310         Typ          1      Typical              Attchd           Unf
## 311         Typ          1         Fair              Attchd           Unf
## 312         Typ          0 No_Fireplace              Attchd           Fin
## 313         Typ          0 No_Fireplace              Attchd           Unf
## 314         Typ          0 No_Fireplace More_Than_Two_Types           Unf
## 315        Min1          2      Typical              Detchd           Unf
## 316         Typ          1      Typical              Attchd           Fin
## 317         Typ          0 No_Fireplace              Attchd           RFn
## 318         Typ          0 No_Fireplace             BuiltIn           Fin
## 319         Typ          1         Good             BuiltIn           Fin
## 320         Typ          1         Good             BuiltIn           Fin
## 321         Typ          0 No_Fireplace              Attchd           Fin
## 322         Typ          1         Good              Attchd           Fin
## 323         Typ          1      Typical              Attchd           Unf
## 324         Typ          0 No_Fireplace              Attchd           RFn
## 325         Typ          0 No_Fireplace           No_Garage     No_Garage
## 326         Typ          1         Good              Attchd           Unf
## 327         Typ          0 No_Fireplace              Attchd           RFn
## 328         Typ          1         Poor              Attchd           RFn
## 329         Typ          0 No_Fireplace              Attchd           Unf
## 330         Typ          0 No_Fireplace           No_Garage     No_Garage
## 331         Typ          0 No_Fireplace           No_Garage     No_Garage
## 332         Typ          0 No_Fireplace           No_Garage     No_Garage
## 333         Typ          0 No_Fireplace              Attchd           Unf
## 334         Typ          0 No_Fireplace              Detchd           Unf
## 335         Typ          0 No_Fireplace              Attchd           Unf
## 336         Typ          0 No_Fireplace              Attchd           Unf
## 338         Typ          0 No_Fireplace              Detchd           Unf
## 339         Typ          0 No_Fireplace              Attchd           Fin
## 340         Typ          2      Typical              Attchd           Unf
## 341         Typ          1         Fair              Attchd           Fin
## 342         Typ          0 No_Fireplace              Attchd           Unf
## 343         Typ          1         Good              Attchd           RFn
## 344         Typ          3      Typical              Attchd           Fin
## 345         Typ          1      Typical              Attchd           Fin
## 346         Typ          1         Good             BuiltIn           Fin
## 347         Typ          1      Typical             BuiltIn           Fin
## 348         Typ          2         Good              Attchd           Fin
## 349         Typ          1      Typical             BuiltIn           Fin
## 350         Typ          1         Good              Attchd           Fin
## 351         Typ          1    Excellent              Attchd           Fin
## 352         Typ          0 No_Fireplace              Attchd           Fin
## 353         Typ          0 No_Fireplace              Attchd           RFn
## 354         Typ          1      Typical             BuiltIn           Fin
## 355         Typ          1      Typical              Attchd           Fin
## 356         Typ          1      Typical              Attchd           Fin
## 357         Typ          1      Typical              Attchd           RFn
## 358         Typ          1      Typical             BuiltIn           Fin
## 359         Typ          1      Typical              Attchd           Fin
## 360         Typ          1      Typical              Attchd           Unf
## 361         Typ          1      Typical             BuiltIn           RFn
## 362         Typ          1      Typical              Attchd           Fin
## 363         Typ          0 No_Fireplace              Attchd           RFn
## 364         Typ          1      Typical              Attchd           Fin
## 365         Typ          0 No_Fireplace              Attchd           RFn
## 366         Typ          1    Excellent              Attchd           RFn
## 367         Typ          1         Good              Attchd           Fin
## 368         Typ          1         Good              Attchd           Fin
## 369         Typ          1         Good              Attchd           Fin
## 370         Typ          1      Typical              Attchd           Unf
## 371         Typ          1      Typical              Attchd           RFn
## 372         Typ          1      Typical              Attchd           Unf
## 373         Typ          1      Typical              Attchd           Fin
## 374         Typ          1      Typical              Attchd           Fin
## 376         Typ          1      Typical              Attchd           RFn
## 377         Typ          1      Typical             BuiltIn           RFn
## 378         Typ          2      Typical              Attchd           Unf
## 379         Typ          1      Typical              Attchd           Fin
## 381         Typ          1      Typical              Attchd           RFn
## 382         Typ          1      Typical              Attchd           RFn
## 383         Typ          1      Typical              Attchd           Unf
## 384         Typ          1    Excellent              Attchd           RFn
## 385         Typ          0 No_Fireplace             BuiltIn           Fin
## 387         Typ          1         Good              Attchd           RFn
## 388         Typ          2         Fair              Attchd           RFn
## 389         Typ          1      Typical              Attchd           RFn
## 390         Typ          1      Typical              Attchd           Unf
## 391         Typ          1      Typical              Attchd           RFn
## 392         Typ          1      Typical              Attchd           RFn
## 393         Typ          0 No_Fireplace           No_Garage     No_Garage
## 394         Typ          0 No_Fireplace              Detchd           Unf
## 395         Typ          0 No_Fireplace              Detchd           RFn
## 396         Typ          0 No_Fireplace              Attchd           RFn
## 397         Typ          0 No_Fireplace              Attchd           Unf
## 398         Typ          0 No_Fireplace              Detchd           Unf
## 399         Typ          0 No_Fireplace              Detchd           Unf
## 400         Typ          0 No_Fireplace              Detchd           Unf
## 401         Typ          0 No_Fireplace              Detchd           Unf
## 402         Typ          0 No_Fireplace              Detchd           Unf
## 403         Typ          0 No_Fireplace              Detchd           Unf
## 404        Min1          0 No_Fireplace              Attchd           Unf
## 405         Typ          0 No_Fireplace              Detchd           Unf
## 406         Typ          0 No_Fireplace              Detchd           Unf
## 407         Typ          0 No_Fireplace              Detchd           Unf
## 408         Typ          0 No_Fireplace              Detchd           Unf
## 409         Typ          0 No_Fireplace              Attchd           RFn
## 410         Typ          1      Typical              Detchd           RFn
## 411         Typ          1      Typical              Attchd           Unf
## 412         Typ          1         Fair              Attchd           RFn
## 413         Typ          1         Fair              Attchd           Unf
## 414         Typ          1      Typical              Attchd           Unf
## 415         Typ          1      Typical              Detchd           Unf
## 416         Typ          1      Typical              Attchd           Unf
## 417         Typ          1      Typical              Attchd           Fin
## 418         Typ          0 No_Fireplace              Attchd           Unf
## 419         Typ          0 No_Fireplace              Attchd           RFn
## 420         Typ          1      Typical              Attchd           RFn
## 421         Typ          1         Good              Attchd           Fin
## 422         Typ          3         Good             BuiltIn           Fin
## 423         Typ          2         Good             BuiltIn           Fin
## 424         Typ          2         Good              Attchd           Fin
## 425         Typ          2    Excellent              Attchd           Fin
## 426         Typ          1         Good              Attchd           RFn
## 427         Typ          1         Good              Attchd           RFn
## 428         Typ          1         Good              Attchd           RFn
## 429         Typ          1         Good              Attchd           Fin
## 430         Typ          1         Good              Attchd           RFn
## 431         Typ          1         Good              Attchd           Fin
## 434         Typ          1         Good             BuiltIn           RFn
## 435         Typ          1         Good              Attchd           RFn
## 436         Typ          2         Good              Attchd           Fin
## 437         Typ          1         Good             BuiltIn           Fin
## 438         Typ          1         Good              Attchd           RFn
## 440         Typ          1         Good              Attchd           Fin
## 441         Typ          1         Good              Attchd           Fin
## 442         Typ          1         Good              Attchd           Fin
## 443         Typ          1         Good              Attchd           Fin
## 444         Typ          1         Good              Attchd           Fin
## 445         Typ          1         Good              Attchd           RFn
## 446         Typ          1         Good              Attchd           Fin
## 447         Typ          0 No_Fireplace              Attchd           RFn
## 448         Typ          1    Excellent              Attchd           Fin
## 449         Typ          1         Good              Attchd           Fin
## 450         Typ          1         Good             BuiltIn           Fin
## 451         Typ          1         Good              Attchd           RFn
## 452         Typ          1         Good              Attchd           RFn
## 453         Typ          1         Good              Attchd           RFn
## 454         Typ          1         Good              Attchd           RFn
## 455         Typ          1         Good              Attchd           RFn
## 456         Typ          1         Good              Attchd           RFn
## 457         Typ          1    Excellent              Attchd           Fin
## 458         Typ          1         Good              Attchd           Fin
## 459         Typ          1         Good              Attchd           Fin
## 460         Typ          1         Good              Attchd           RFn
## 461         Typ          1         Good              Attchd           RFn
## 462         Typ          1         Good              Attchd           Fin
## 463         Typ          1      Typical              Attchd           RFn
## 464         Typ          0 No_Fireplace             BuiltIn           RFn
## 465         Typ          1         Good              Attchd           Fin
## 466         Typ          1         Good              Attchd           Fin
## 467         Typ          1         Good              Attchd           Fin
## 468         Typ          1         Good             BuiltIn           Fin
## 469         Typ          1      Typical              Attchd           Fin
## 470         Typ          1      Typical              Attchd           RFn
## 471         Typ          1      Typical              Attchd           Fin
## 472         Typ          1         Good              Attchd           Fin
## 473         Typ          1         Good              Attchd           Fin
## 474         Typ          1         Good              Attchd           Fin
## 475         Typ          1         Good              Attchd           Fin
## 477         Typ          1         Good             BuiltIn           Fin
## 478         Typ          1         Good             BuiltIn           Fin
## 479         Typ          1      Typical             BuiltIn           Fin
## 480         Typ          1         Good              Attchd           Fin
## 481         Typ          1         Good              Attchd           Fin
## 482         Typ          1      Typical              Attchd           Fin
## 484         Typ          1      Typical             BuiltIn           Fin
## 485         Typ          1         Good             BuiltIn           Fin
## 486         Typ          1      Typical             BuiltIn           RFn
## 487         Typ          0 No_Fireplace             BuiltIn           Fin
## 488         Typ          1      Typical              Attchd           Fin
## 489         Typ          1      Typical              Attchd           Fin
## 490         Typ          1      Typical             BuiltIn           RFn
## 492         Typ          1      Typical             BuiltIn           Fin
## 494         Typ          1      Typical             BuiltIn           Fin
## 495         Typ          1         Good              Attchd           RFn
## 496         Typ          1      Typical              Attchd           Fin
## 497         Typ          2      Typical             BuiltIn           RFn
## 498         Typ          1      Typical              Attchd           Fin
## 499         Typ          1      Typical              Attchd           Fin
## 500         Typ          1      Typical              Attchd           RFn
## 501         Typ          2         Good              Attchd           Fin
## 502         Typ          1      Typical              Attchd           RFn
## 503         Typ          1      Typical              Attchd           Fin
## 504         Typ          1      Typical              Attchd           RFn
## 505         Typ          1      Typical              Attchd           RFn
## 506         Typ          1         Good             BuiltIn           Fin
## 507         Typ          1         Good              Attchd           Fin
## 508         Typ          0 No_Fireplace              Attchd           RFn
## 509         Typ          1         Good              Attchd           Fin
## 510         Typ          1         Good              Attchd           Fin
## 511         Typ          1         Good              Attchd           RFn
## 512         Typ          1         Good              Attchd           Fin
## 513         Typ          1         Good              Attchd           RFn
## 515         Typ          1      Typical              Attchd           RFn
## 516         Typ          0 No_Fireplace              Attchd           RFn
## 517         Typ          0 No_Fireplace              Attchd           Fin
## 518         Typ          0 No_Fireplace              Attchd           Fin
## 519         Typ          0 No_Fireplace              Attchd           RFn
## 520         Typ          0 No_Fireplace              Attchd           RFn
## 521         Typ          1         Good              Attchd           RFn
## 522         Typ          1         Good              Attchd           Fin
## 523         Typ          1         Good              Attchd           RFn
## 524         Typ          1    Excellent              Attchd           Fin
## 525         Typ          1         Good              Attchd           Fin
## 526         Typ          1         Good              Attchd           RFn
## 527         Typ          0 No_Fireplace              Attchd           Fin
## 528         Typ          1         Good              Attchd           Fin
## 529         Typ          1         Good              Attchd           RFn
## 530         Typ          1         Good             BuiltIn           Fin
## 531         Typ          0 No_Fireplace              Attchd           RFn
## 532         Typ          0 No_Fireplace              Attchd           RFn
## 533         Typ          0 No_Fireplace              Attchd           RFn
## 534         Typ          0 No_Fireplace              Detchd           RFn
## 535         Typ          0 No_Fireplace              Detchd           RFn
## 536         Typ          0 No_Fireplace           No_Garage     No_Garage
## 537         Typ          0 No_Fireplace             BuiltIn           RFn
## 538         Typ          0 No_Fireplace              Attchd           RFn
## 539         Typ          0 No_Fireplace              Attchd           RFn
## 540         Typ          0 No_Fireplace              Detchd           Unf
## 541         Typ          0 No_Fireplace           No_Garage     No_Garage
## 542         Typ          0 No_Fireplace              Detchd           Unf
## 543         Typ          0 No_Fireplace              Attchd           RFn
## 544         Typ          1      Typical              Attchd           RFn
## 545         Typ          1         Good              Attchd           Fin
## 546         Typ          1      Typical              Attchd           RFn
## 547         Typ          0 No_Fireplace              Attchd           RFn
## 548         Typ          1      Typical              Attchd           RFn
## 549         Typ          0 No_Fireplace              Attchd           RFn
## 550         Typ          0 No_Fireplace              Attchd           RFn
## 551         Typ          0 No_Fireplace              Attchd           RFn
## 552         Typ          2      Typical              Attchd           Unf
## 553         Typ          0 No_Fireplace             CarPort           Unf
## 554         Typ          0 No_Fireplace              Detchd           Unf
## 555         Typ          0 No_Fireplace              Detchd           Unf
## 556         Typ          0 No_Fireplace              Detchd           Unf
## 557         Typ          0 No_Fireplace              Detchd           Unf
## 558         Typ          0 No_Fireplace              Attchd           Unf
## 560         Typ          0 No_Fireplace              Attchd           RFn
## 561         Typ          1      Typical              Attchd           RFn
## 562         Typ          1         Poor              Detchd           Unf
## 563         Typ          0 No_Fireplace              Attchd           Unf
## 564        Maj1          2         Good              Attchd           RFn
## 565         Typ          1      Typical              Attchd           Unf
## 566         Mod          1      Typical             BuiltIn           Fin
## 567         Typ          0 No_Fireplace              Detchd           RFn
## 568         Typ          0 No_Fireplace              Detchd           RFn
## 569         Typ          1         Good              Attchd           Fin
## 570         Typ          1         Good              Attchd           Fin
## 571         Typ          0 No_Fireplace              Detchd           Unf
## 572         Typ          0 No_Fireplace              Detchd           Unf
## 573         Typ          0 No_Fireplace              Detchd           Unf
## 574         Typ          0 No_Fireplace              Attchd           Fin
## 575         Typ          1         Good              Attchd           Fin
## 577         Typ          0 No_Fireplace              Attchd           RFn
## 578         Typ          1         Good              Attchd           Unf
## 579        Min1          1      Typical              Attchd           Unf
## 580         Typ          0 No_Fireplace              Attchd           Unf
## 581         Typ          1      Typical              Attchd           RFn
## 582         Typ          1         Good              Attchd           RFn
## 583         Typ          2      Typical              Attchd           RFn
## 584         Typ          2      Typical              Attchd           RFn
## 585         Typ          1      Typical              Attchd           Unf
## 586         Typ          1      Typical              Attchd           RFn
## 587         Typ          1         Good              Attchd           RFn
## 588         Typ          1         Fair              Attchd           RFn
## 589         Typ          0 No_Fireplace              Attchd           Unf
## 590         Typ          2      Typical              Attchd           RFn
## 591         Typ          1      Typical              Attchd           RFn
## 592        Maj1          1      Typical              Attchd           Fin
## 593         Typ          0 No_Fireplace              Attchd           Fin
## 594         Typ          0 No_Fireplace              Attchd           Fin
## 595         Typ          0 No_Fireplace              Attchd           Unf
## 596         Typ          0 No_Fireplace              Detchd           Unf
## 597         Typ          1      Typical              Attchd           RFn
## 598         Typ          1         Good              Attchd           RFn
## 599         Typ          1         Good              Attchd           Unf
## 600         Typ          1         Poor              Detchd           Unf
## 601         Typ          0 No_Fireplace              Detchd           Unf
## 603         Typ          1         Good              Attchd           RFn
## 604        Min1          1         Good              Detchd           Unf
## 605         Typ          0 No_Fireplace              Detchd           Unf
## 606         Typ          0 No_Fireplace              Attchd           RFn
## 607         Typ          1      Typical              Attchd           RFn
## 608         Typ          2         Good              Detchd           Unf
## 609         Typ          1         Poor              Attchd           RFn
## 610         Typ          1      Typical              Attchd           Fin
## 611         Typ          1         Fair              Attchd           RFn
## 612         Typ          0 No_Fireplace              Attchd           RFn
## 613         Typ          1         Poor             BuiltIn           Fin
## 614         Typ          0 No_Fireplace              Attchd           RFn
## 615         Typ          0 No_Fireplace           No_Garage     No_Garage
## 616         Typ          1      Typical              Detchd           Unf
## 617         Typ          1      Typical              Attchd           RFn
## 619         Typ          2         Good              Attchd           Fin
## 620         Typ          0 No_Fireplace              Attchd           Unf
## 621        Min2          0 No_Fireplace              Attchd           Unf
## 622         Typ          1         Good              Attchd           Unf
## 623         Mod          0 No_Fireplace              Detchd           Unf
## 624         Typ          1      Typical              Attchd           RFn
## 625         Typ          2         Good              Attchd           RFn
## 626         Typ          2         Good              Attchd           Unf
## 627         Typ          3         Fair              Attchd           Unf
## 628         Typ          1         Good              Attchd           Fin
## 630         Typ          1         Good              Attchd           Unf
## 631         Typ          0 No_Fireplace              Attchd           RFn
## 632         Typ          2         Good              Attchd           RFn
## 633         Typ          2         Good              Attchd           Unf
## 634         Typ          0 No_Fireplace              Attchd           Unf
## 635        Min1          1         Good              Attchd           RFn
## 636         Typ          0 No_Fireplace              Attchd           Unf
## 637         Typ          0 No_Fireplace              Attchd           RFn
## 638         Typ          0 No_Fireplace              Attchd           Unf
## 639         Typ          2         Good              Attchd           Unf
## 640         Typ          1      Typical              Attchd           Unf
## 641         Typ          1      Typical              Attchd           Fin
## 642         Typ          0 No_Fireplace              Detchd           Unf
## 643         Typ          0 No_Fireplace              Attchd           Unf
## 644        Min2          0 No_Fireplace              Attchd           Unf
## 645         Typ          0 No_Fireplace             Basment           Unf
## 646         Typ          1      Typical              Detchd           Unf
## 647        Min1          2      Typical             CarPort           Unf
## 648         Typ          0 No_Fireplace              Detchd           Unf
## 649         Typ          0 No_Fireplace              Attchd           Unf
## 650         Typ          0 No_Fireplace              Attchd           Fin
## 652         Typ          1         Good              Attchd           Unf
## 653         Typ          0 No_Fireplace              Attchd           Fin
## 654         Typ          1         Good              Detchd           Unf
## 655         Typ          0 No_Fireplace              Attchd           Unf
## 656        Min2          0 No_Fireplace              Detchd           Unf
## 657         Typ          0 No_Fireplace              Detchd           Unf
## 658         Typ          0 No_Fireplace              Detchd           Unf
## 659         Typ          0 No_Fireplace              Detchd           Unf
## 660         Typ          0 No_Fireplace              Detchd           Unf
## 661        Min2          1      Typical              Detchd           Unf
## 662         Typ          0 No_Fireplace              Detchd           Unf
## 663         Typ          0 No_Fireplace           No_Garage     No_Garage
## 665         Typ          0 No_Fireplace              Detchd           Fin
## 666         Typ          0 No_Fireplace              Detchd           Unf
## 667         Typ          0 No_Fireplace              Attchd           RFn
## 668         Typ          0 No_Fireplace              Attchd           Unf
## 669        Min1          1         Poor              Attchd           RFn
## 670         Typ          0 No_Fireplace              Detchd           Unf
## 671         Typ          0 No_Fireplace              Detchd           Unf
## 672         Typ          0 No_Fireplace              Detchd           Unf
## 673         Typ          0 No_Fireplace              Detchd           Unf
## 674         Typ          2         Good              Attchd           Unf
## 675         Typ          1         Good             Basment           RFn
## 678         Typ          0 No_Fireplace              Detchd           Unf
## 680        Min1          0 No_Fireplace              Attchd           Unf
## 681         Typ          0 No_Fireplace              Attchd           RFn
## 682        Min1          0 No_Fireplace              Attchd           Unf
## 683         Typ          0 No_Fireplace              Detchd           Unf
## 684         Typ          0 No_Fireplace              Attchd           RFn
## 685         Typ          0 No_Fireplace              Attchd           Unf
## 686         Typ          0 No_Fireplace              Detchd           Unf
## 687         Typ          0 No_Fireplace              Detchd           Unf
## 688         Typ          0 No_Fireplace              Attchd           Unf
## 689         Typ          0 No_Fireplace              Attchd           Unf
## 690         Typ          1         Fair              Attchd           RFn
## 691         Typ          0 No_Fireplace              Detchd           Unf
## 692         Typ          0 No_Fireplace              Detchd           Unf
## 693         Typ          0 No_Fireplace              Detchd           Unf
## 694         Typ          0 No_Fireplace              Detchd           Unf
## 695         Typ          0 No_Fireplace              Detchd           Unf
## 696         Typ          0 No_Fireplace              Detchd           Unf
## 697         Typ          0 No_Fireplace              Detchd           Unf
## 698         Typ          0 No_Fireplace           No_Garage     No_Garage
## 699         Typ          1         Good              Detchd           Unf
## 700        Min2          0 No_Fireplace              Attchd           RFn
## 702         Typ          0 No_Fireplace              Detchd           Unf
## 703         Typ          2         Good              Detchd           Unf
## 704         Typ          0 No_Fireplace           No_Garage     No_Garage
## 705        Min2          0 No_Fireplace              Detchd           Unf
## 706         Typ          0 No_Fireplace              Detchd           Unf
## 707         Typ          0 No_Fireplace             BuiltIn           Unf
## 709         Typ          0 No_Fireplace              Detchd           Unf
## 711         Typ          0 No_Fireplace              Attchd           Unf
## 712         Typ          0 No_Fireplace              Detchd           Unf
## 713         Typ          0 No_Fireplace           No_Garage     No_Garage
## 714         Typ          0 No_Fireplace              Detchd           Unf
## 715         Typ          0 No_Fireplace              Detchd           Unf
## 717         Typ          1         Good              Detchd           Unf
## 718         Typ          0 No_Fireplace              Detchd           Unf
## 719         Typ          1         Good              Attchd           Unf
## 720         Typ          1         Good              Attchd           Unf
## 721         Typ          1         Good           No_Garage     No_Garage
## 722         Typ          0 No_Fireplace              Detchd           Unf
## 724         Typ          0 No_Fireplace              Detchd           Unf
## 726         Typ          0 No_Fireplace              Detchd           Unf
## 727         Typ          0 No_Fireplace           No_Garage     No_Garage
## 728         Typ          0 No_Fireplace           No_Garage     No_Garage
## 729         Typ          1      Typical              Attchd           RFn
## 730         Typ          1         Good             BuiltIn           Unf
## 731         Typ          0 No_Fireplace              Detchd           Unf
## 732         Typ          1         Good              Detchd           Unf
## 734         Typ          0 No_Fireplace              Detchd           Unf
## 735         Typ          0 No_Fireplace              Detchd           Unf
## 736         Typ          1         Fair              Detchd           Unf
## 737         Typ          1         Good              Detchd           Unf
## 738         Typ          0 No_Fireplace              Attchd           Fin
## 739         Typ          0 No_Fireplace              Detchd           Unf
## 740        Min1          0 No_Fireplace              Detchd           Unf
## 741         Typ          0 No_Fireplace              Detchd           Unf
## 742         Typ          0 No_Fireplace              Detchd           Unf
## 744         Typ          0 No_Fireplace              Detchd           Unf
## 745         Typ          0 No_Fireplace              Detchd           Unf
## 746         Typ          1         Good              Detchd           Unf
## 747         Typ          0 No_Fireplace              Detchd           Unf
## 748         Typ          0 No_Fireplace              Detchd           Unf
## 749         Typ          0 No_Fireplace              Detchd           Unf
## 750         Typ          0 No_Fireplace              Detchd           Unf
## 751        Min2          1         Good              Attchd           Unf
## 752        Min2          0 No_Fireplace              Detchd           Unf
## 755         Typ          0 No_Fireplace              Attchd           Unf
## 756         Typ          0 No_Fireplace              Detchd           Unf
## 757         Typ          0 No_Fireplace              Attchd           Unf
## 758         Typ          0 No_Fireplace           No_Garage     No_Garage
## 759         Typ          0 No_Fireplace              Detchd           Unf
## 760        Min2          0 No_Fireplace           No_Garage     No_Garage
## 761         Typ          0 No_Fireplace              Detchd           Unf
## 762         Typ          0 No_Fireplace             CarPort           Unf
## 763         Typ          0 No_Fireplace           No_Garage     No_Garage
## 764         Typ          0 No_Fireplace           No_Garage     No_Garage
## 765         Typ          0 No_Fireplace              Detchd           Unf
## 767         Typ          0 No_Fireplace              Detchd           Unf
## 769        Min2          1      Typical              Attchd           RFn
## 770         Typ          0 No_Fireplace              Detchd           Unf
## 771         Typ          1      Typical              Attchd           RFn
## 772         Typ          1         Poor              Attchd           Fin
## 773         Typ          0 No_Fireplace              Attchd           Fin
## 774         Typ          1         Fair             Basment           Fin
## 775         Typ          0 No_Fireplace              Detchd           Unf
## 776         Typ          0 No_Fireplace              Detchd           Unf
## 777         Typ          1         Poor              Attchd           Unf
## 778         Typ          1      Typical              Attchd           Unf
## 779         Typ          1      Typical              Attchd           RFn
## 780         Typ          1      Typical              Attchd           Unf
## 782        Min2          2      Typical              Attchd           Unf
## 783         Typ          2         Good              Attchd           Unf
## 784         Typ          0 No_Fireplace              Attchd           RFn
## 785         Typ          0 No_Fireplace              Detchd           Unf
## 786         Typ          3         Good              Attchd           Fin
## 787        Min2          1         Good              Attchd           Unf
## 788         Mod          0 No_Fireplace              Attchd           Unf
## 789         Typ          1         Good              Attchd           Unf
## 790         Typ          0 No_Fireplace              Attchd           Unf
## 792         Typ          1         Good              Detchd           Unf
## 793         Typ          0 No_Fireplace              Attchd           Unf
## 794         Typ          1         Good              Detchd           RFn
## 795         Typ          0 No_Fireplace              Detchd           Unf
## 796         Typ          0 No_Fireplace              Attchd           Fin
## 797        Min2          1         Good              Attchd           Unf
## 798         Typ          0 No_Fireplace              Detchd           Unf
## 800         Typ          0 No_Fireplace              Attchd           Unf
## 801        Min2          1         Poor              Attchd           Unf
## 802        Min2          1         Good             BuiltIn           Fin
## 803         Typ          1      Typical              Attchd           RFn
## 804         Typ          1      Typical              Attchd           Unf
## 805         Typ          1      Typical              Attchd           RFn
## 806         Typ          1      Typical              Attchd           RFn
## 807         Mod          1      Typical              Attchd           Unf
## 808         Typ          0 No_Fireplace              Attchd           Unf
## 809         Typ          2      Typical              Detchd           Unf
## 810         Typ          0 No_Fireplace              Detchd           Unf
## 811         Typ          0 No_Fireplace              Attchd           Unf
## 812         Typ          0 No_Fireplace              Attchd           Unf
## 813         Typ          0 No_Fireplace              Detchd           Unf
## 814         Typ          2      Typical              Detchd           Unf
## 815         Typ          0 No_Fireplace              Attchd           Unf
## 816         Typ          2      Typical             BuiltIn           Fin
## 817         Typ          2      Typical             BuiltIn           Fin
## 818         Typ          2      Typical             BuiltIn           Fin
## 819         Typ          1         Good              Attchd           Fin
## 820         Typ          1         Good              Attchd           RFn
## 821         Typ          1         Good              Attchd           RFn
## 822         Typ          1         Good              Attchd           RFn
## 823         Typ          1         Good              Attchd           RFn
## 824         Typ          0 No_Fireplace              Attchd           RFn
## 825         Typ          2         Good              Attchd           RFn
## 826         Typ          0 No_Fireplace              Attchd           Fin
## 827         Typ          1         Good              Attchd           RFn
## 828         Typ          1         Good              Attchd           RFn
## 829         Typ          0 No_Fireplace              Attchd           RFn
## 830         Typ          0 No_Fireplace              Attchd           RFn
## 831         Typ          1         Good              Attchd           Fin
## 832         Typ          1         Good              Attchd           Fin
## 833         Typ          1      Typical              Attchd           Fin
## 834         Typ          1      Typical              Attchd           Unf
## 835        Min2          0 No_Fireplace              Attchd           Fin
## 836         Typ          0 No_Fireplace              Detchd           Unf
## 837         Typ          0 No_Fireplace              Attchd           RFn
## 838         Typ          0 No_Fireplace              Attchd           RFn
## 840         Typ          0 No_Fireplace              Attchd           Fin
## 841         Typ          0 No_Fireplace              Attchd           Unf
## 842         Typ          0 No_Fireplace              Detchd           Unf
## 843         Typ          0 No_Fireplace              Attchd           RFn
## 844         Typ          0 No_Fireplace              Attchd           RFn
## 845         Typ          0 No_Fireplace              Attchd           Fin
## 846         Typ          1      Typical              Attchd           RFn
## 847         Typ          0 No_Fireplace              Attchd           RFn
## 848         Typ          0 No_Fireplace              Attchd           RFn
## 849         Typ          0 No_Fireplace              Attchd           RFn
## 850         Typ          0 No_Fireplace              Attchd           RFn
## 851         Typ          0 No_Fireplace              Attchd           RFn
## 852         Typ          1      Typical              Attchd           RFn
## 853         Typ          0 No_Fireplace           No_Garage     No_Garage
## 854         Typ          0 No_Fireplace              Attchd           Unf
## 855         Typ          0 No_Fireplace              Attchd           Unf
## 856         Typ          0 No_Fireplace              Detchd           Unf
## 857         Typ          0 No_Fireplace              Attchd           Unf
## 858         Typ          0 No_Fireplace              Detchd           Unf
## 859         Typ          1         Fair              Attchd           Unf
## 860         Typ          0 No_Fireplace              Detchd           RFn
## 861         Typ          0 No_Fireplace              Detchd           Fin
## 862         Typ          0 No_Fireplace              Detchd           Unf
## 863         Typ          0 No_Fireplace              Attchd           RFn
## 864         Typ          1         Good             BuiltIn           RFn
## 865         Typ          1      Typical              Attchd           RFn
## 866         Typ          1      Typical             BuiltIn           RFn
## 867         Typ          2    Excellent              Attchd           Fin
## 868         Typ          0 No_Fireplace              Attchd           RFn
## 869         Typ          0 No_Fireplace              Attchd           RFn
## 870         Typ          1      Typical              Attchd           Fin
## 871         Typ          1      Typical              Attchd           Fin
## 872         Typ          1         Good              Attchd           Fin
## 873         Typ          1      Typical              Attchd           Unf
## 874         Typ          0 No_Fireplace              Attchd           RFn
## 875         Typ          1      Typical              Attchd           RFn
## 876         Typ          0 No_Fireplace              Attchd           RFn
## 877         Typ          1      Typical              Attchd           Unf
## 878         Typ          0 No_Fireplace              Attchd           Fin
## 879         Typ          0 No_Fireplace              Attchd           Fin
## 880         Typ          1         Good              Attchd           RFn
## 881         Typ          0 No_Fireplace              Attchd           RFn
## 882         Typ          0 No_Fireplace              Attchd           RFn
## 883         Typ          0 No_Fireplace              Attchd           Fin
## 884         Typ          1         Good             BuiltIn           Fin
## 885         Typ          0 No_Fireplace              Detchd           Fin
## 886         Typ          0 No_Fireplace              Detchd           Fin
## 887         Typ          1         Good              Detchd           Unf
## 888         Typ          1    Excellent             BuiltIn           RFn
## 889         Typ          0 No_Fireplace              Attchd           Fin
## 890        Min1          0 No_Fireplace More_Than_Two_Types           Fin
## 891         Typ          1         Fair              Detchd           Unf
## 892         Typ          1         Good              Attchd           Fin
## 894         Typ          0 No_Fireplace           No_Garage     No_Garage
## 895         Typ          0 No_Fireplace              Detchd           Unf
## 896        Min1          0 No_Fireplace              Attchd           RFn
## 898         Typ          0 No_Fireplace           No_Garage     No_Garage
## 900         Typ          0 No_Fireplace           No_Garage     No_Garage
## 901        Min1          1      Typical              Attchd           Unf
## 902         Typ          0 No_Fireplace             Basment           Unf
## 904         Typ          2         Good              Detchd           Unf
## 905        Min2          0 No_Fireplace              Detchd           Unf
## 906         Typ          2         Good             Basment           Unf
## 907         Typ          0 No_Fireplace              Detchd           Unf
## 908         Typ          0 No_Fireplace              Detchd           Unf
## 909         Typ          1         Good              Detchd           Unf
## 911         Typ          1         Good              Detchd           Unf
## 912        Min2          2      Typical              Detchd           Unf
## 913         Typ          1         Good              Detchd           Unf
## 914         Typ          1         Good              Detchd           Unf
## 915         Typ          0 No_Fireplace              Detchd           RFn
## 917         Typ          1         Good              Detchd           Unf
## 918         Typ          1         Good              Detchd           Unf
## 919         Typ          2         Good              Detchd           Unf
## 920        Min2          2      Typical              Detchd           Unf
## 921         Typ          2         Good              Attchd           Unf
## 922        Min2          2      Typical              Detchd           Unf
## 923         Typ          0 No_Fireplace              Attchd           Unf
## 924         Typ          0 No_Fireplace              Detchd           Unf
## 925         Typ          1         Good              Detchd           Unf
## 926         Typ          2         Good              Detchd           Unf
## 927         Typ          1         Good              Attchd           Unf
## 928         Typ          1         Good              Attchd           Unf
## 929         Typ          1         Good              Attchd           Fin
## 931         Typ          1         Good              Attchd           Unf
## 932         Typ          2         Good             Basment           Unf
## 933         Typ          1      Typical              Detchd           Unf
## 934         Typ          1      Typical              Attchd           Fin
## 935         Typ          1      Typical              Attchd           Fin
## 936         Typ          1      Typical              Attchd           Fin
## 937         Typ          1      Typical             BuiltIn           Fin
## 938        Min1          2         Good              Attchd           Fin
## 939         Typ          1         Good              Attchd           Fin
## 940         Typ          0 No_Fireplace              Detchd           Unf
## 941         Typ          0 No_Fireplace              Detchd           Unf
## 942         Typ          0 No_Fireplace              Detchd           Unf
## 945         Typ          1         Good              Attchd           Fin
## 947         Typ          1      Typical             BuiltIn           Fin
## 948         Typ          1    Excellent              Attchd           RFn
## 949         Typ          1         Good              Attchd           Fin
## 950         Typ          1      Typical             BuiltIn           Fin
## 951         Typ          1      Typical              Attchd           Unf
## 952         Typ          2         Fair              Attchd           RFn
## 953         Typ          0 No_Fireplace              Attchd           Unf
## 954         Typ          0 No_Fireplace              Attchd           Unf
## 955         Typ          0 No_Fireplace              Detchd           Unf
## 957         Typ          2         Good              Attchd           RFn
## 958         Typ          1    Excellent              Attchd           Fin
## 959         Typ          0 No_Fireplace              Attchd           RFn
## 960         Typ          1    Excellent              Attchd           Fin
## 961         Typ          0 No_Fireplace              Attchd           Fin
## 962         Typ          0 No_Fireplace              Attchd           Fin
## 963         Typ          1      Typical              Attchd           Unf
## 964         Typ          1      Typical             BuiltIn           Fin
## 965        Min1          1         Fair              Attchd           Fin
## 966         Typ          0 No_Fireplace              Attchd           Fin
## 967         Typ          0 No_Fireplace              Attchd           Fin
## 968         Typ          1         Good              Attchd           Fin
## 969         Typ          1         Good              Attchd           Fin
## 970         Typ          0 No_Fireplace              Attchd           Unf
## 971        Min1          1      Typical              Attchd           Unf
## 972         Typ          0 No_Fireplace              Attchd           Fin
## 973         Typ          0 No_Fireplace              Attchd           Fin
## 974         Typ          0 No_Fireplace             BuiltIn           Unf
## 975         Typ          0 No_Fireplace              Attchd           RFn
## 976         Typ          0 No_Fireplace              Attchd           Unf
## 977         Typ          1         Poor              Attchd           Unf
## 978         Typ          0 No_Fireplace              Attchd           Unf
## 979         Typ          1      Typical           No_Garage     No_Garage
## 980         Typ          0 No_Fireplace              Attchd           RFn
## 981         Typ          0 No_Fireplace              Detchd           Unf
## 982         Typ          0 No_Fireplace              Attchd           Fin
## 983         Typ          1      Typical              Attchd           Fin
## 984         Typ          0 No_Fireplace           No_Garage     No_Garage
## 985         Typ          1         Fair              Detchd           Unf
## 987         Typ          0 No_Fireplace              Detchd           Unf
## 988         Typ          2      Typical              Attchd           RFn
## 989         Typ          1      Typical              Attchd           RFn
## 990        Min1          1      Typical              Attchd           Unf
## 991         Typ          2         Good              Attchd           Fin
## 992         Typ          2         Good              Attchd           Unf
## 993         Typ          1      Typical              Attchd           Fin
## 994         Typ          1      Typical             BuiltIn           Fin
## 995         Typ          0 No_Fireplace              Attchd           Fin
## 996         Typ          2      Typical              Attchd           Fin
## 997         Typ          1      Typical              Attchd           Fin
## 998         Typ          0 No_Fireplace              Attchd           Unf
## 999         Typ          1      Typical              Attchd           Unf
## 1000        Typ          1         Good              Attchd           Fin
## 1001       Min1          1      Typical              Attchd           Fin
## 1002        Typ          1      Typical              Attchd           RFn
## 1003        Typ          0 No_Fireplace              Attchd           RFn
## 1004        Typ          1      Typical              Attchd           Fin
## 1005        Typ          1      Typical              Attchd           Fin
## 1006        Typ          1      Typical              Attchd           Fin
## 1007        Typ          1      Typical              Attchd           Fin
## 1008        Typ          0 No_Fireplace              Attchd           Fin
## 1009        Typ          1         Good              Attchd           Fin
## 1010        Typ          1      Typical              Attchd           RFn
## 1011        Typ          1         Good             BuiltIn           Fin
## 1012        Typ          1         Good             BuiltIn           Fin
## 1013        Typ          1         Good              Attchd           Fin
## 1016        Typ          1      Typical              Attchd           RFn
## 1017        Typ          1      Typical              Attchd           Fin
## 1018        Typ          1    Excellent              Attchd           RFn
## 1019        Typ          1      Typical              Attchd           Fin
## 1020        Typ          0 No_Fireplace              Attchd           Unf
## 1021        Typ          2         Fair              Attchd           Fin
## 1022        Typ          1      Typical              Attchd           Fin
## 1023        Typ          1      Typical              Attchd           Fin
## 1024        Typ          1         Poor              Attchd           Fin
## 1025        Typ          0 No_Fireplace              Attchd           RFn
## 1026       Min1          1      Typical              Attchd           Unf
## 1027        Typ          0 No_Fireplace              Detchd           Unf
## 1029        Typ          1      Typical              Attchd           Fin
## 1030        Typ          1         Good              Attchd           Unf
## 1031        Typ          1         Good              Attchd           RFn
## 1032        Typ          1         Fair              Attchd           Unf
## 1033        Typ          1         Good              Attchd           RFn
## 1034        Typ          0 No_Fireplace              Detchd           Unf
## 1035        Typ          0 No_Fireplace              Attchd           Unf
## 1036        Typ          0 No_Fireplace              Attchd           Unf
## 1037        Typ          0 No_Fireplace              Detchd           Unf
## 1038        Typ          0 No_Fireplace              Detchd           Unf
## 1039        Typ          0 No_Fireplace              Attchd           Fin
## 1040        Typ          0 No_Fireplace              Detchd           Unf
## 1041        Typ          0 No_Fireplace              Detchd           Unf
## 1042        Typ          0 No_Fireplace              Detchd           Unf
## 1043        Typ          0 No_Fireplace              Detchd           Unf
## 1044        Typ          0 No_Fireplace              Detchd           Unf
## 1045        Typ          0 No_Fireplace              Detchd           Unf
## 1046        Typ          0 No_Fireplace              Detchd           Unf
## 1047        Typ          0 No_Fireplace              Attchd           RFn
## 1048        Typ          0 No_Fireplace              Attchd           RFn
## 1049        Typ          0 No_Fireplace              Attchd           Unf
## 1050        Typ          0 No_Fireplace              Attchd           RFn
## 1051        Typ          1         Good              Attchd           Fin
## 1052        Typ          1    Excellent             BuiltIn           Fin
## 1054        Typ          1         Good              Attchd           Fin
## 1055        Typ          0 No_Fireplace              Attchd           Fin
## 1056        Typ          1         Good              Attchd           RFn
## 1057        Typ          1    Excellent              Attchd           Fin
## 1058        Typ          1         Good              Attchd           Fin
## 1059        Typ          1         Good             BuiltIn           Fin
## 1060        Typ          1    Excellent             BuiltIn           Fin
## 1061        Typ          1         Good             BuiltIn           Fin
## 1062        Typ          1         Good             BuiltIn           Fin
## 1063        Typ          1         Good             BuiltIn           Fin
## 1065        Typ          2         Good             BuiltIn           Fin
## 1066        Typ          1         Good             BuiltIn           RFn
## 1067        Typ          1      Typical              Attchd           Fin
## 1068        Typ          1      Typical              Attchd           Fin
## 1069        Typ          1         Good             BuiltIn           Fin
## 1070        Typ          1         Good              Attchd           Fin
## 1071        Typ          1         Good              Attchd           Fin
## 1072        Typ          1         Good              Attchd           RFn
## 1073        Typ          1         Good              Attchd           RFn
## 1074        Typ          1    Excellent              Attchd           RFn
## 1075        Typ          1         Good              Attchd           RFn
## 1076        Typ          1         Good              Attchd           Fin
## 1077        Typ          1         Good              Attchd           RFn
## 1078        Typ          0 No_Fireplace             BuiltIn           RFn
## 1079        Typ          0 No_Fireplace             BuiltIn           RFn
## 1080        Typ          1         Good              Attchd           RFn
## 1081        Typ          1      Typical              Attchd           Fin
## 1082        Typ          1      Typical              Attchd           RFn
## 1083        Typ          1         Good              Attchd           Fin
## 1084        Typ          1         Good              Attchd           Fin
## 1085        Typ          1         Good              Attchd           Fin
## 1086        Typ          1         Good              Attchd           Fin
## 1087        Typ          1      Typical              Attchd           Fin
## 1088        Typ          0 No_Fireplace              Attchd           Fin
## 1089        Typ          0 No_Fireplace              Attchd           Fin
## 1090        Typ          1         Good             BuiltIn           Fin
## 1091        Typ          1         Good             BuiltIn           Fin
## 1092        Typ          1         Good              Attchd           RFn
## 1093        Typ          1      Typical              Attchd           Fin
## 1094        Typ          1      Typical              Attchd           RFn
## 1095        Typ          1         Good              Attchd           Fin
## 1096        Typ          1         Good              Attchd           Fin
## 1097        Typ          1      Typical             BuiltIn           Fin
## 1098        Typ          1      Typical             BuiltIn           Fin
## 1099        Typ          1      Typical              Attchd           Fin
## 1100        Typ          1      Typical              Attchd           Fin
## 1101        Typ          1      Typical              Attchd           RFn
## 1102        Typ          1      Typical             BuiltIn           RFn
## 1103        Typ          1      Typical              Attchd           Fin
## 1104        Typ          2      Typical              Attchd           RFn
## 1105        Typ          1      Typical              Attchd           RFn
## 1106        Typ          1      Typical              Attchd           Fin
## 1107        Typ          1      Typical              Attchd           RFn
## 1109        Typ          2      Typical              Attchd           RFn
## 1110        Typ          1      Typical              Attchd           Fin
## 1111        Typ          0 No_Fireplace              Attchd           RFn
## 1112        Typ          1         Good             BuiltIn           Fin
## 1113        Typ          1         Good              Attchd           RFn
## 1114        Typ          1         Good              Attchd           Unf
## 1115        Typ          1         Good              Attchd           Fin
## 1116        Typ          1         Good              Attchd           RFn
## 1117        Typ          0 No_Fireplace              Attchd           RFn
## 1118        Typ          1         Good             BuiltIn           RFn
## 1119        Typ          1         Good              Attchd           Fin
## 1120        Typ          1         Good              Attchd           Fin
## 1121        Typ          0 No_Fireplace              Attchd           RFn
## 1122        Typ          0 No_Fireplace              Attchd           Fin
## 1123        Typ          0 No_Fireplace              Attchd           Fin
## 1124        Typ          0 No_Fireplace              Attchd           RFn
## 1125        Typ          1         Good              Attchd           RFn
## 1126        Typ          1         Good              Attchd           Fin
## 1127        Typ          1         Good              Attchd           Fin
## 1128        Typ          0 No_Fireplace              Attchd           RFn
## 1129        Typ          1         Good              Attchd           Fin
## 1130        Typ          0 No_Fireplace              Attchd           Fin
## 1131        Typ          0 No_Fireplace              Attchd           RFn
## 1132        Typ          0 No_Fireplace           No_Garage     No_Garage
## 1133        Typ          0 No_Fireplace              Attchd           RFn
## 1134        Typ          0 No_Fireplace              Attchd           RFn
## 1135        Typ          0 No_Fireplace           No_Garage     No_Garage
## 1136        Typ          0 No_Fireplace              Detchd           Unf
## 1137        Typ          0 No_Fireplace              Detchd           Unf
## 1138        Typ          0 No_Fireplace              Attchd           RFn
## 1139        Typ          0 No_Fireplace              Attchd           Fin
## 1140        Typ          0 No_Fireplace              Attchd           RFn
## 1141        Typ          0 No_Fireplace              Attchd           RFn
## 1142        Typ          1         Fair              Attchd           RFn
## 1143        Typ          0 No_Fireplace              Attchd           RFn
## 1144        Typ          0 No_Fireplace              Attchd           RFn
## 1145        Typ          0 No_Fireplace              Attchd           Fin
## 1146        Typ          0 No_Fireplace              Attchd           RFn
## 1148        Typ          1         Fair              Attchd           RFn
## 1149        Typ          0 No_Fireplace              Attchd           RFn
## 1150        Typ          1      Typical              Attchd           RFn
## 1151        Typ          0 No_Fireplace              Detchd           Unf
## 1152        Typ          1      Typical              Detchd           Unf
## 1153        Typ          0 No_Fireplace              Detchd           Unf
## 1154        Typ          0 No_Fireplace              Attchd           Unf
## 1155        Typ          0 No_Fireplace              Detchd           Unf
## 1156        Typ          2      Typical              Attchd           Unf
## 1157        Typ          1         Good              Detchd           Unf
## 1158        Typ          2         Good              Attchd           RFn
## 1159        Typ          1    Excellent              Attchd           Fin
## 1160        Typ          0 No_Fireplace              Attchd           RFn
## 1161        Typ          0 No_Fireplace              Detchd           Fin
## 1162        Typ          0 No_Fireplace              Attchd           RFn
## 1163        Typ          0 No_Fireplace              Detchd           RFn
## 1164        Typ          0 No_Fireplace              Detchd           Unf
## 1165        Typ          0 No_Fireplace              Detchd           Unf
## 1166        Typ          0 No_Fireplace              Detchd           Unf
## 1167        Typ          0 No_Fireplace              Detchd           Unf
## 1168        Typ          1      Typical              Attchd           Fin
## 1169        Typ          1      Typical              Attchd           RFn
## 1170        Typ          1      Typical              Attchd           Fin
## 1171        Typ          1      Typical              Attchd           RFn
## 1172        Typ          1      Typical              Attchd           Fin
## 1173        Typ          0 No_Fireplace              Detchd           Unf
## 1174        Typ          0 No_Fireplace              Detchd           Unf
## 1175        Typ          1      Typical              Attchd           Fin
## 1176        Typ          0 No_Fireplace              Detchd           Unf
## 1177        Typ          0 No_Fireplace              Detchd           Unf
## 1178        Typ          1      Typical              Attchd           Fin
## 1179        Typ          2         Good              Attchd           Fin
## 1180        Typ          1         Fair              Attchd           Fin
## 1182        Typ          0 No_Fireplace              Attchd           Unf
## 1183        Typ          1         Good              Attchd           RFn
## 1185        Typ          1      Typical              Attchd           RFn
## 1186        Typ          1         Good              Attchd           Unf
## 1187        Typ          0 No_Fireplace              Attchd           RFn
## 1188        Typ          1      Typical              Attchd           RFn
## 1189        Typ          0 No_Fireplace              Attchd           RFn
## 1190        Typ          1         Good              Attchd           Unf
## 1191        Typ          0 No_Fireplace              Detchd           Unf
## 1192        Typ          1      Typical              Attchd           RFn
## 1193        Typ          0 No_Fireplace              Attchd           Unf
## 1194        Typ          0 No_Fireplace              Detchd           Unf
## 1195        Typ          0 No_Fireplace              Detchd           Unf
## 1196        Typ          0 No_Fireplace              Detchd           Unf
## 1197        Typ          0 No_Fireplace              Detchd           Unf
## 1198        Typ          0 No_Fireplace              Detchd           Unf
## 1199        Typ          0 No_Fireplace              Attchd           Fin
## 1200        Typ          2      Typical             BuiltIn           Fin
## 1201        Typ          1      Typical              Attchd           RFn
## 1202        Typ          0 No_Fireplace              Attchd           Unf
## 1203        Typ          0 No_Fireplace              Attchd           RFn
## 1204        Typ          1         Good              Attchd           RFn
## 1205        Typ          0 No_Fireplace              Attchd           RFn
## 1206        Typ          0 No_Fireplace              Detchd           Unf
## 1207        Typ          0 No_Fireplace              Detchd           Unf
## 1208        Typ          0 No_Fireplace              Attchd           RFn
## 1209        Typ          1         Good              Attchd           RFn
## 1210        Typ          0 No_Fireplace              Attchd           RFn
## 1211        Typ          1         Good              Attchd           RFn
## 1212        Typ          0 No_Fireplace              Attchd           RFn
## 1213        Typ          1         Good              Attchd           RFn
## 1215        Typ          0 No_Fireplace              Attchd           RFn
## 1216        Typ          0 No_Fireplace              Attchd           RFn
## 1217        Typ          0 No_Fireplace              Detchd           Unf
## 1218        Typ          1         Poor              Attchd           RFn
## 1219        Typ          0 No_Fireplace              Attchd           RFn
## 1223        Typ          0 No_Fireplace             Basment           Unf
## 1224        Typ          0 No_Fireplace              Attchd           RFn
## 1225        Typ          0 No_Fireplace              Attchd           Unf
## 1226        Typ          1         Good              Attchd           RFn
## 1227        Typ          1      Typical             BuiltIn           RFn
## 1228        Typ          0 No_Fireplace              Attchd           RFn
## 1229        Typ          2         Good              Attchd           Unf
## 1230        Typ          1      Typical              Attchd           Unf
## 1231        Typ          0 No_Fireplace              Attchd           Unf
## 1232        Typ          1         Good              Attchd           RFn
## 1233        Typ          1         Good             Basment           RFn
## 1234        Typ          1         Good              Attchd           RFn
## 1235        Typ          0 No_Fireplace              Attchd           Unf
## 1236        Typ          0 No_Fireplace              Detchd           Unf
## 1237        Typ          0 No_Fireplace              Detchd           Unf
## 1238        Typ          2         Good              Attchd           RFn
## 1239        Typ          0 No_Fireplace              Attchd           RFn
## 1240        Typ          1      Typical              Attchd           RFn
## 1241        Typ          1      Typical              Attchd           RFn
## 1242        Typ          1         Good              Attchd           RFn
## 1243        Typ          2         Good              Attchd           RFn
## 1244        Typ          0 No_Fireplace              Attchd           Unf
## 1245        Typ          0 No_Fireplace              Attchd           RFn
## 1246        Typ          0 No_Fireplace              Attchd           Unf
## 1247        Typ          0 No_Fireplace              Detchd           Unf
## 1248        Typ          0 No_Fireplace              Detchd           Unf
## 1249        Typ          2         Good              Attchd           Fin
## 1250        Typ          0 No_Fireplace              Detchd           Unf
## 1251        Typ          0 No_Fireplace              Attchd           Unf
## 1253        Typ          0 No_Fireplace              Detchd           Unf
## 1254        Typ          0 No_Fireplace              Detchd           Unf
## 1255        Typ          0 No_Fireplace              Detchd           Unf
## 1256        Typ          0 No_Fireplace              Detchd           Unf
## 1257        Typ          1      Typical              Attchd           Unf
## 1258        Typ          0 No_Fireplace              Detchd           Unf
## 1259        Typ          1         Good              Detchd           Unf
## 1260        Typ          0 No_Fireplace           No_Garage     No_Garage
## 1261        Typ          1         Good              Attchd           Fin
## 1262        Typ          1         Fair              Attchd           Fin
## 1264        Typ          1         Fair              Attchd           RFn
## 1265        Typ          0 No_Fireplace             CarPort           Unf
## 1266        Typ          1         Good              Attchd           RFn
## 1267        Typ          0 No_Fireplace              Attchd           Unf
## 1268        Typ          1      Typical              Detchd           Unf
## 1269       Min1          0 No_Fireplace              Detchd           Unf
## 1270       Maj1          0 No_Fireplace             Basment           Unf
## 1271        Typ          0 No_Fireplace              Attchd           RFn
## 1272        Typ          0 No_Fireplace              Attchd           Unf
## 1273        Typ          1         Fair              Detchd           Unf
## 1274        Typ          0 No_Fireplace              Detchd           Unf
## 1275        Typ          0 No_Fireplace              Detchd           Unf
## 1276        Typ          0 No_Fireplace              Detchd           Unf
## 1277        Typ          0 No_Fireplace              Attchd           Unf
## 1278        Typ          0 No_Fireplace           No_Garage     No_Garage
## 1279        Typ          0 No_Fireplace              Detchd           Unf
## 1280        Typ          0 No_Fireplace              Attchd           Unf
## 1281        Typ          1      Typical              Attchd           RFn
## 1282        Typ          0 No_Fireplace              Attchd           RFn
## 1283        Typ          0 No_Fireplace              Attchd           Unf
## 1284        Typ          0 No_Fireplace              Detchd           Unf
## 1286        Typ          1         Poor              Detchd           Unf
## 1287        Typ          0 No_Fireplace              Detchd           Unf
## 1288        Typ          0 No_Fireplace              Attchd           Unf
## 1289        Mod          2      Typical              Detchd           Unf
## 1290        Typ          0 No_Fireplace              Detchd           Unf
## 1291        Typ          0 No_Fireplace              Detchd           Unf
## 1292        Typ          0 No_Fireplace           No_Garage     No_Garage
## 1293        Mod          0 No_Fireplace              Detchd           Unf
## 1294        Mod          0 No_Fireplace              Detchd           Unf
## 1295        Typ          1         Good              Detchd           Unf
## 1296        Typ          1      Typical           No_Garage     No_Garage
## 1298        Typ          0 No_Fireplace              Detchd           Unf
## 1299        Typ          0 No_Fireplace           No_Garage     No_Garage
## 1300        Typ          0 No_Fireplace              Detchd           Unf
## 1301        Typ          0 No_Fireplace              Attchd           Unf
## 1302        Typ          1         Poor              Detchd           Unf
## 1303        Typ          0 No_Fireplace              Detchd           Unf
## 1304        Typ          0 No_Fireplace              Attchd           Fin
## 1305        Typ          0 No_Fireplace              Detchd           Unf
## 1309        Typ          1         Good              Detchd           Unf
## 1310        Typ          0 No_Fireplace              Detchd           Unf
## 1311        Typ          0 No_Fireplace              Detchd           Unf
## 1312        Typ          0 No_Fireplace              Detchd           Unf
## 1315        Typ          0 No_Fireplace           No_Garage     No_Garage
## 1316        Typ          1         Good              Detchd           Unf
## 1317        Typ          1      Typical              Detchd           Unf
## 1318        Typ          1         Good           No_Garage     No_Garage
## 1320        Typ          1         Good              Detchd           Unf
## 1323        Typ          1         Good              Detchd           Unf
## 1324        Typ          0 No_Fireplace              Detchd           Unf
## 1325        Typ          0 No_Fireplace              Attchd           Unf
## 1326        Typ          0 No_Fireplace              Detchd           Unf
## 1327        Typ          0 No_Fireplace              Detchd           Unf
## 1328        Typ          1         Poor              Detchd           Unf
## 1331        Typ          1         Good              Detchd           Unf
## 1332        Typ          0 No_Fireplace           No_Garage     No_Garage
## 1333        Typ          0 No_Fireplace              Detchd           Unf
## 1334        Typ          0 No_Fireplace              Detchd           Unf
## 1335        Typ          1         Good              Detchd           Unf
## 1336        Typ          1         Fair              Detchd           Unf
## 1337        Typ          1         Good             BuiltIn           RFn
## 1338        Typ          0 No_Fireplace              Detchd           Unf
##      Garage_Cars Garage_Area Garage_Qual Garage_Cond      Paved_Drive
## 1              2         528     Typical     Typical Partial_Pavement
## 2              1         730     Typical     Typical            Paved
## 4              2         522     Typical     Typical            Paved
## 5              2         482     Typical     Typical            Paved
## 6              2         470     Typical     Typical            Paved
## 7              2         582     Typical     Typical            Paved
## 8              2         506     Typical     Typical            Paved
## 9              2         608     Typical     Typical            Paved
## 10             2         442     Typical     Typical            Paved
## 11             2         440     Typical     Typical            Paved
## 12             2         420     Typical     Typical            Paved
## 13             2         393     Typical     Typical            Paved
## 14             2         506     Typical     Typical            Paved
## 15             2         528     Typical     Typical            Paved
## 16             3         841     Typical     Typical            Paved
## 19             2         400     Typical     Typical            Paved
## 20             2         500     Typical     Typical            Paved
## 21             2         546     Typical     Typical            Paved
## 22             2         528     Typical     Typical            Paved
## 23             2         663     Typical     Typical            Paved
## 24             2         480     Typical     Typical            Paved
## 25             2         500     Typical     Typical            Paved
## 26             1         304     Typical     Typical            Paved
## 27             2         525     Typical     Typical            Paved
## 29             2         511     Typical     Typical            Paved
## 30             1         264     Typical     Typical            Paved
## 31             1         320     Typical     Typical            Paved
## 32             1         264     Typical     Typical            Paved
## 33             2         440     Typical     Typical            Paved
## 34             2         440     Typical     Typical            Paved
## 35             1         308     Typical     Typical            Paved
## 36             2         440     Typical     Typical            Paved
## 37             3         751     Typical     Typical            Paved
## 38             3         772     Typical     Typical            Paved
## 39             3         606     Typical     Typical            Paved
## 40             3         868     Typical     Typical            Paved
## 41             2         532     Typical     Typical            Paved
## 42             3         730     Typical     Typical            Paved
## 43             3         678     Typical     Typical            Paved
## 44             2         532     Typical     Typical            Paved
## 45             3         820     Typical     Typical            Paved
## 46             2         484     Typical     Typical            Paved
## 47             3         958     Typical     Typical            Paved
## 48             3         756     Typical     Typical            Paved
## 49             2         576     Typical     Typical            Paved
## 50             2         484     Typical     Typical            Paved
## 51             2         474     Typical     Typical            Paved
## 52             2         430     Typical     Typical            Paved
## 53             2         437     Typical     Typical            Paved
## 54             2         430     Typical     Typical            Paved
## 55             2         400     Typical     Typical            Paved
## 56             2         440     Typical     Typical            Paved
## 57             2         433     Typical     Typical            Paved
## 58             2         400     Typical     Typical            Paved
## 59             2         434     Typical     Typical            Paved
## 60             3         779     Typical     Typical            Paved
## 61             3         962     Typical     Typical            Paved
## 62             2         527     Typical     Typical            Paved
## 63             2         712     Typical     Typical            Paved
## 64             3         671     Typical     Typical            Paved
## 65             2         486     Typical     Typical            Paved
## 66             3         666     Typical     Typical            Paved
## 67             3         880     Typical     Typical            Paved
## 68             2         676     Typical     Typical            Paved
## 70             2         750     Typical     Typical            Paved
## 71             2         678     Typical     Typical            Paved
## 72             2         528     Typical     Typical            Paved
## 73             2         618     Typical     Typical            Paved
## 74             2         484     Typical     Typical            Paved
## 75             2         463     Typical     Typical            Paved
## 76             1         264     Typical     Typical            Paved
## 77             2         462     Typical     Typical            Paved
## 78             1         264     Typical     Typical            Paved
## 79             1         264     Typical     Typical            Paved
## 81             2         480     Typical     Typical            Paved
## 82             2         476     Typical     Typical            Paved
## 83             1         429     Typical     Typical            Paved
## 84             2         539     Typical     Typical            Paved
## 85             2         576     Typical     Typical            Paved
## 86             1         336     Typical     Typical            Paved
## 87             1         280     Typical     Typical            Paved
## 88             1         308     Typical     Typical            Paved
## 89             1         260     Typical     Typical            Paved
## 91             2         564     Typical     Typical            Paved
## 92             3         762     Typical     Typical            Paved
## 93             3         713     Typical     Typical            Paved
## 94             2         506     Typical     Typical            Paved
## 95             2         588     Typical     Typical            Paved
## 96             2         480     Typical     Typical            Paved
## 97             2         480     Typical     Typical            Paved
## 98             2         480     Typical     Typical            Paved
## 99             2         480     Typical     Typical            Paved
## 100            2         484     Typical     Typical            Paved
## 101            2         440     Typical     Typical            Paved
## 102            2         440     Typical     Typical            Paved
## 103            2         484     Typical     Typical            Paved
## 104            2         496     Typical     Typical            Paved
## 106            2         592     Typical     Typical            Paved
## 109            2         475     Typical     Typical            Paved
## 110            2         596     Typical     Typical            Paved
## 111            2         535     Typical     Typical            Paved
## 112            2         660     Typical     Typical            Paved
## 113            2         480     Typical     Typical            Paved
## 114            2         678     Typical     Typical            Paved
## 115            2         496     Typical     Typical            Paved
## 116            2         676     Typical     Typical            Paved
## 117            2         441     Typical     Typical            Paved
## 118            2         490     Typical     Typical            Paved
## 119            2         528     Typical     Typical            Paved
## 120            0           0   No_Garage   No_Garage            Paved
## 121            2         504     Typical     Typical            Paved
## 122            2         517     Typical     Typical            Paved
## 123            2         480     Typical     Typical            Paved
## 124            2         484     Typical     Typical            Paved
## 125            2         480     Typical     Typical            Paved
## 127            1         240     Typical     Typical            Paved
## 128            2         400     Typical     Typical            Paved
## 129            2         470     Typical     Typical            Paved
## 130            0           0   No_Garage   No_Garage            Paved
## 132            1         280     Typical     Typical            Paved
## 133            1         364     Typical     Typical            Paved
## 134            1         244     Typical     Typical            Paved
## 135            1         315     Typical     Typical            Paved
## 136            2         480     Typical     Typical            Paved
## 137            2         576     Typical     Typical            Paved
## 138            2         578     Typical     Typical            Paved
## 139            2         576     Typical     Typical            Paved
## 140            2         620     Typical     Typical            Paved
## 141            1         308     Typical     Typical            Paved
## 142            2         447     Typical     Typical            Paved
## 143            1         294     Typical     Typical            Paved
## 144            1         312     Typical     Typical            Paved
## 145            2         531     Typical     Typical            Paved
## 146            2         461     Typical     Typical            Paved
## 147            1         312     Typical     Typical            Paved
## 148            2         440     Typical     Typical            Paved
## 149            1         263     Typical     Typical            Paved
## 150            1         318     Typical     Typical            Paved
## 151            1         305     Typical     Typical            Paved
## 152            1         264     Typical     Typical            Paved
## 153            1         246     Typical     Typical            Paved
## 154            2         676     Typical     Typical      Dirt_Gravel
## 155            1         392     Typical     Typical            Paved
## 156            2         490     Typical     Typical            Paved
## 157            1         308     Typical     Typical            Paved
## 158            1         330     Typical     Typical            Paved
## 159            2         576     Typical     Typical            Paved
## 160            2         576     Typical     Typical            Paved
## 162            1         280     Typical     Typical            Paved
## 163            1         305     Typical     Typical            Paved
## 164            2         720     Typical     Typical            Paved
## 165            2         576     Typical     Typical            Paved
## 166            2         440     Typical     Typical            Paved
## 167            2         484     Typical     Typical            Paved
## 168            2         440     Typical     Typical            Paved
## 169            2         442     Typical     Typical            Paved
## 170            1         240     Typical     Typical            Paved
## 171            0           0   No_Garage   No_Garage      Dirt_Gravel
## 172            0           0   No_Garage   No_Garage Partial_Pavement
## 173            2         360     Typical     Typical            Paved
## 174            2         551     Typical     Typical            Paved
## 175            1         379     Typical     Typical            Paved
## 176            1         220     Typical     Typical            Paved
## 177            1         240     Typical     Typical            Paved
## 178            2         484     Typical     Typical            Paved
## 179            1         240        Fair     Typical      Dirt_Gravel
## 180            1         240     Typical     Typical            Paved
## 181            1         315     Typical     Typical            Paved
## 183            2         484     Typical     Typical            Paved
## 184            1         288     Typical     Typical            Paved
## 185            1         416     Typical     Typical            Paved
## 186            2         624     Typical     Typical      Dirt_Gravel
## 188            2         923     Typical     Typical            Paved
## 189            2         528     Typical     Typical            Paved
## 190            2         560     Typical     Typical      Dirt_Gravel
## 191            2         624     Typical     Typical            Paved
## 192            1         363     Typical     Typical            Paved
## 193            1         315     Typical     Typical            Paved
## 194            1         200        Fair     Typical Partial_Pavement
## 195            1         240     Typical     Typical            Paved
## 196            2         576     Typical     Typical            Paved
## 197            1         240     Typical     Typical            Paved
## 198            1         312     Typical     Typical Partial_Pavement
## 199            2         624     Typical     Typical Partial_Pavement
## 200            2         480     Typical     Typical            Paved
## 201            1         288     Typical     Typical            Paved
## 202            2         480     Typical     Typical            Paved
## 203            2         572     Typical     Typical            Paved
## 204            0           0   No_Garage   No_Garage      Dirt_Gravel
## 205            1         180     Typical     Typical            Paved
## 208            2         672     Typical     Typical      Dirt_Gravel
## 209            1         349     Typical     Typical            Paved
## 210            1         365     Typical     Typical            Paved
## 212            0           0   No_Garage   No_Garage      Dirt_Gravel
## 213            1         231     Typical     Typical            Paved
## 215            2         450     Typical        Fair Partial_Pavement
## 216            0           0   No_Garage   No_Garage      Dirt_Gravel
## 217            0           0   No_Garage   No_Garage            Paved
## 218            0           0   No_Garage   No_Garage            Paved
## 219            2         504     Typical     Typical            Paved
## 220            2         528     Typical     Typical            Paved
## 221            1         336     Typical     Typical            Paved
## 222            1         270     Typical     Typical            Paved
## 223            1         416     Typical     Typical            Paved
## 224            1         299     Typical     Typical            Paved
## 225            1         280     Typical     Typical            Paved
## 226            2         591     Typical     Typical            Paved
## 227            2         480     Typical     Typical            Paved
## 228            2         440     Typical     Typical            Paved
## 229            2         533     Typical     Typical            Paved
## 230            2         690     Typical     Typical            Paved
## 231            2         440     Typical     Typical      Dirt_Gravel
## 232            2         436     Typical     Typical            Paved
## 234            2         522     Typical     Typical            Paved
## 235            1         480     Typical     Typical            Paved
## 236            1         366        Fair     Typical            Paved
## 237            1         467     Typical     Typical            Paved
## 238            1         596     Typical     Typical            Paved
## 239            1         209        Fair     Typical            Paved
## 240            1         366     Typical     Typical            Paved
## 241            2         460     Typical     Typical            Paved
## 243            2         504     Typical        Fair      Dirt_Gravel
## 244            1         308     Typical     Typical            Paved
## 245            2         476     Typical     Typical            Paved
## 246            2         528        Good        Good            Paved
## 247            4        1017     Typical     Typical            Paved
## 248            2         574     Typical     Typical            Paved
## 249            2         564     Typical     Typical            Paved
## 250            3         776     Typical     Typical            Paved
## 251            2         632     Typical     Typical            Paved
## 252            3         740     Typical     Typical            Paved
## 253            2         615     Typical     Typical            Paved
## 254            3         594     Typical     Typical            Paved
## 255            2         484     Typical     Typical      Dirt_Gravel
## 256            2         440     Typical     Typical            Paved
## 257            2         580        Good     Typical            Paved
## 258            2         513     Typical     Typical            Paved
## 259            2         523     Typical     Typical            Paved
## 260            1         308     Typical     Typical            Paved
## 261            1         299     Typical     Typical            Paved
## 262            1         308     Typical     Typical            Paved
## 263            2         484     Typical     Typical            Paved
## 264            3         850     Typical     Typical            Paved
## 265            2         670     Typical     Typical            Paved
## 266            2         613     Typical     Typical            Paved
## 267            2         621     Typical     Typical            Paved
## 268            2         598     Typical     Typical            Paved
## 269            2         420     Typical     Typical            Paved
## 270            2         420     Typical     Typical            Paved
## 271            2         502     Typical     Typical            Paved
## 272            2         606     Typical     Typical            Paved
## 273            2         494     Typical     Typical            Paved
## 274            1         240     Typical     Typical      Dirt_Gravel
## 277            1         336     Typical     Typical            Paved
## 278            2         480     Typical        Fair Partial_Pavement
## 279            1         352     Typical     Typical            Paved
## 280            2         672     Typical     Typical            Paved
## 281            0           0   No_Garage   No_Garage            Paved
## 282            2         440     Typical     Typical            Paved
## 283            1         220     Typical     Typical            Paved
## 285            1         364     Typical     Typical            Paved
## 286            1         260     Typical     Typical            Paved
## 287            1         216     Typical     Typical            Paved
## 288            1         200     Typical        Fair            Paved
## 289            1         308     Typical     Typical            Paved
## 290            2         399     Typical     Typical            Paved
## 293            1         336     Typical     Typical            Paved
## 294            1         312     Typical     Typical            Paved
## 295            2         484     Typical     Typical            Paved
## 296            1         252     Typical     Typical            Paved
## 297            2         567     Typical     Typical            Paved
## 298            2         473     Typical     Typical            Paved
## 299            2         598     Typical     Typical            Paved
## 300            2         531     Typical     Typical            Paved
## 301            2         484     Typical     Typical            Paved
## 302            1         240     Typical     Typical      Dirt_Gravel
## 304            1         625     Typical     Typical            Paved
## 305            2         528     Typical     Typical            Paved
## 306            1         384     Typical     Typical      Dirt_Gravel
## 307            2         504     Typical     Typical      Dirt_Gravel
## 308            1         330     Typical     Typical      Dirt_Gravel
## 309            2         525     Typical     Typical            Paved
## 310            3         741     Typical     Typical            Paved
## 311            2         473     Typical     Typical            Paved
## 312            2         573     Typical     Typical            Paved
## 313            3         888     Typical     Typical            Paved
## 314            2         776     Typical     Typical            Paved
## 315            2         572     Typical     Typical      Dirt_Gravel
## 316            3         660     Typical     Typical            Paved
## 317            2         520     Typical     Typical            Paved
## 318            2         400     Typical     Typical            Paved
## 319            3         680     Typical     Typical            Paved
## 320            2         510     Typical     Typical            Paved
## 321            2         431     Typical     Typical            Paved
## 322            3         746     Typical     Typical            Paved
## 323            2         528     Typical     Typical            Paved
## 324            2         624     Typical     Typical            Paved
## 325            0           0   No_Garage   No_Garage            Paved
## 326            2         686     Typical     Typical            Paved
## 327            1         286     Typical     Typical            Paved
## 328            1         253     Typical     Typical            Paved
## 329            1         336     Typical     Typical            Paved
## 330            0           0   No_Garage   No_Garage            Paved
## 331            0           0   No_Garage   No_Garage            Paved
## 332            0           0   No_Garage   No_Garage            Paved
## 333            1         286     Typical     Typical            Paved
## 334            1         352     Typical     Typical            Paved
## 335            1         312     Typical     Typical Partial_Pavement
## 336            2         495     Typical     Typical            Paved
## 338            2         576     Typical     Typical            Paved
## 339            1         275     Typical     Typical            Paved
## 340            2         482     Typical     Typical            Paved
## 341            2         616     Typical     Typical            Paved
## 342            1         502     Typical     Typical            Paved
## 343            2         528     Typical     Typical            Paved
## 344            2         538     Typical     Typical            Paved
## 345            2         470     Typical     Typical            Paved
## 346            3         632     Typical     Typical            Paved
## 347            2         390     Typical     Typical            Paved
## 348            3         758     Typical     Typical            Paved
## 349            2         400     Typical     Typical            Paved
## 350            2         564     Typical     Typical            Paved
## 351            2         499     Typical     Typical            Paved
## 352            2         495     Typical     Typical            Paved
## 353            2         528     Typical     Typical            Paved
## 354            2         396     Typical     Typical            Paved
## 355            2         427     Typical     Typical            Paved
## 356            2         440     Typical     Typical            Paved
## 357            2         380     Typical     Typical            Paved
## 358            2         420     Typical     Typical            Paved
## 359            2         409     Typical     Typical            Paved
## 360            2         430     Typical     Typical            Paved
## 361            2         389     Typical     Typical            Paved
## 362            2         343     Typical     Typical            Paved
## 363            2         400     Typical     Typical            Paved
## 364            2         490     Typical     Typical            Paved
## 365            2         500     Typical     Typical            Paved
## 366            2         565     Typical     Typical            Paved
## 367            3        1166     Typical     Typical            Paved
## 368            3         834     Typical     Typical            Paved
## 369            2         430     Typical     Typical            Paved
## 370            2         567     Typical     Typical Partial_Pavement
## 371            2         484     Typical     Typical            Paved
## 372            2         435     Typical     Typical            Paved
## 373            2         544     Typical     Typical            Paved
## 374            2         529     Typical     Typical            Paved
## 376            2         484     Typical     Typical            Paved
## 377            2         441     Typical     Typical            Paved
## 378            2         588     Typical     Typical            Paved
## 379            2         479     Typical     Typical            Paved
## 381            2         478     Typical     Typical            Paved
## 382            2         479     Typical     Typical            Paved
## 383            2         484     Typical     Typical            Paved
## 384            2         581     Typical     Typical            Paved
## 385            2         552     Typical     Typical            Paved
## 387            2         565     Typical     Typical            Paved
## 388            2         478     Typical     Typical            Paved
## 389            2         528     Typical     Typical            Paved
## 390            2         506     Typical     Typical            Paved
## 391            2         478     Typical     Typical            Paved
## 392            2         583     Typical     Typical            Paved
## 393            0           0   No_Garage   No_Garage            Paved
## 394            2         902     Typical     Typical            Paved
## 395            2         440     Typical     Typical            Paved
## 396            2         477     Typical     Typical            Paved
## 397            1         336     Typical     Typical            Paved
## 398            2         576     Typical     Typical            Paved
## 399            2         660     Typical     Typical            Paved
## 400            2         463     Typical     Typical            Paved
## 401            2         576     Typical     Typical            Paved
## 402            2         576     Typical     Typical            Paved
## 403            1         264     Typical     Typical            Paved
## 404            2         440     Typical     Typical            Paved
## 405            1         280     Typical     Typical            Paved
## 406            1         288     Typical     Typical            Paved
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## 859            1         338     Typical     Typical            Paved
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## 879            2         420     Typical     Typical            Paved
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## 890            1         544     Typical     Typical            Paved
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## 892            3         768     Typical     Typical            Paved
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## 1201           2         540        Good     Typical            Paved
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## 1209           2         576     Typical     Typical            Paved
## 1210           2         490        Good        Good            Paved
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## 1217           2         528     Typical     Typical            Paved
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## 1219           1         264     Typical     Typical            Paved
## 1223           1         231        Fair     Typical            Paved
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## 1255           1         390        Fair     Typical      Dirt_Gravel
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## 1291           1         308        Fair        Fair      Dirt_Gravel
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## 1299           0           0   No_Garage   No_Garage      Dirt_Gravel
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## 1311           3         513        Fair        Fair            Paved
## 1312           1         308     Typical     Typical      Dirt_Gravel
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## 1318           0           0   No_Garage   No_Garage            Paved
## 1320           1         288     Typical     Typical            Paved
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## 1324           1         308     Typical     Typical      Dirt_Gravel
## 1325           1         352        Fair     Typical            Paved
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## 1331           1         240     Typical     Typical Partial_Pavement
## 1332           0           0   No_Garage   No_Garage            Paved
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## 1270            0             0              0                  0            0
## 1271            0           240              0                  0            0
## 1272            0             0              0                  0            0
## 1273            0             0              0                  0            0
## 1274          108             0              0                  0            0
## 1275            0             0              0                  0            0
## 1276            0             0              0                  0            0
## 1277            0             0              0                  0            0
## 1278            0             0              0                  0            0
## 1279            0             0              0                  0            0
## 1280            0             0              0                  0            0
## 1281            0            50              0                  0            0
## 1282          328           128              0                  0          189
## 1283            0             0              0                  0            0
## 1284            0           175              0                  0            0
## 1286           70            78             68                  0            0
## 1287            0             0              0                  0            0
## 1288          192            50              0                  0            0
## 1289            0           547              0                  0          480
## 1290            0             0              0                  0            0
## 1291            0             0            248                  0            0
## 1292            0           172            109                  0            0
## 1293          280           238              0                  0            0
## 1294          187             0              0                  0            0
## 1295            0             0            236                  0            0
## 1296            0            28              0                  0            0
## 1298            0             0             96                  0            0
## 1299            0           165             30                  0            0
## 1300            0             0              0                  0            0
## 1301            0            36              0                  0            0
## 1302            0            20              0                  0            0
## 1303           76             0            120                  0            0
## 1304            0             0              0                  0            0
## 1305            0             0              0                  0            0
## 1309          418             0            194                  0            0
## 1310            0           192              0                  0            0
## 1311            0             0             96                  0            0
## 1312            0             0            139                  0            0
## 1315          240            77              0                  0            0
## 1316            0             0            116                  0            0
## 1317            0            25            212                  0            0
## 1318            0           291            134                  0            0
## 1320            0             0            176                  0            0
## 1323            0           299              0                  0            0
## 1324            0             0              0                  0            0
## 1325            0             0              0                  0            0
## 1326            0            45              0                  0            0
## 1327            0             0              0                  0            0
## 1328          265             0              0                  0            0
## 1331            0            30              0                  0            0
## 1332            0             0            116                  0            0
## 1333            0             0              0                  0            0
## 1334           38           112              0                  0            0
## 1335            0            11              0                  0            0
## 1336            0             0             48                  0            0
## 1337            0             0            112                  0            0
## 1338          272             0              0                  0            0
##      Pool_Area Pool_QC             Fence Misc_Feature Misc_Val Mo_Sold
## 1            0 No_Pool          No_Fence         None        0       5
## 2            0 No_Pool   Minimum_Privacy         None        0       6
## 4            0 No_Pool          No_Fence         None        0       4
## 5            0 No_Pool   Minimum_Privacy         None        0       3
## 6            0 No_Pool          No_Fence         None        0       6
## 7            0 No_Pool          No_Fence         None        0       4
## 8            0 No_Pool          No_Fence         None        0       1
## 9            0 No_Pool          No_Fence         None        0       3
## 10           0 No_Pool          No_Fence         None        0       6
## 11           0 No_Pool          No_Fence         None        0       4
## 12           0 No_Pool      Good_Privacy         Shed      500       3
## 13           0 No_Pool          No_Fence         None        0       5
## 14           0 No_Pool          No_Fence         None        0       2
## 15           0 No_Pool          No_Fence         None        0       6
## 16           0 No_Pool          No_Fence         None        0       6
## 19           0 No_Pool          No_Fence         None        0       6
## 20           0 No_Pool   Minimum_Privacy         None        0       2
## 21           0 No_Pool   Minimum_Privacy         None        0       1
## 22           0 No_Pool   Minimum_Privacy         None        0       1
## 23           0 No_Pool          No_Fence         None        0       1
## 24           0 No_Pool          No_Fence         Shed      700       3
## 25           0 No_Pool          No_Fence         None        0       4
## 26           0 No_Pool          No_Fence         None        0       7
## 27           0 No_Pool   Minimum_Privacy         None        0       4
## 29           0 No_Pool          No_Fence         None        0       6
## 30           0 No_Pool          No_Fence         None        0       2
## 31           0 No_Pool          No_Fence         None        0       3
## 32           0 No_Pool          No_Fence         None        0       3
## 33           0 No_Pool          No_Fence         None        0       7
## 34           0 No_Pool          No_Fence         None        0       6
## 35           0 No_Pool          No_Fence         None        0       6
## 36           0 No_Pool          No_Fence         None        0       7
## 37           0 No_Pool          No_Fence         None        0       1
## 38           0 No_Pool          No_Fence         None        0       5
## 39           0 No_Pool          No_Fence         None        0       4
## 40           0 No_Pool          No_Fence         None        0       6
## 41           0 No_Pool          No_Fence         None        0       5
## 42           0 No_Pool          No_Fence         None        0       6
## 43           0 No_Pool          No_Fence         None        0       2
## 44           0 No_Pool          No_Fence         None        0       3
## 45           0 No_Pool          No_Fence         None        0       3
## 46           0 No_Pool          No_Fence         None        0       6
## 47           0 No_Pool          No_Fence         None        0       6
## 48           0 No_Pool          No_Fence         None        0       6
## 49           0 No_Pool          No_Fence         None        0       2
## 50           0 No_Pool          No_Fence         None        0       4
## 51           0 No_Pool          No_Fence         None        0       6
## 52           0 No_Pool          No_Fence         None        0       1
## 53           0 No_Pool          No_Fence         None        0       1
## 54           0 No_Pool          No_Fence         None        0       4
## 55           0 No_Pool          No_Fence         None        0       6
## 56           0 No_Pool          No_Fence         None        0       5
## 57           0 No_Pool          No_Fence         None        0       4
## 58           0 No_Pool          No_Fence         None        0       4
## 59           0 No_Pool          No_Fence         None        0       5
## 60           0 No_Pool          No_Fence         None        0       5
## 61           0 No_Pool          No_Fence         None        0       1
## 62           0 No_Pool          No_Fence         None        0       3
## 63           0 No_Pool          No_Fence         None        0       4
## 64           0 No_Pool          No_Fence         None        0       4
## 65           0 No_Pool          No_Fence         None        0       6
## 66           0 No_Pool          No_Fence         None        0       3
## 67           0 No_Pool          No_Fence         None        0       5
## 68           0 No_Pool          No_Fence         None        0       4
## 70           0 No_Pool          No_Fence         None        0       4
## 71           0 No_Pool         Good_Wood         None        0       5
## 72           0 No_Pool          No_Fence         None        0       5
## 73           0 No_Pool          No_Fence         None        0       1
## 74           0 No_Pool          No_Fence         None        0       4
## 75           0 No_Pool          No_Fence         None        0       5
## 76           0 No_Pool          No_Fence         None        0       5
## 77           0 No_Pool      Good_Privacy         Shed      400       5
## 78           0 No_Pool          No_Fence         None        0       4
## 79           0 No_Pool   Minimum_Privacy         None        0       2
## 81           0 No_Pool      Good_Privacy         None        0       5
## 82           0 No_Pool   Minimum_Privacy         None        0       4
## 83           0 No_Pool          No_Fence         None        0       4
## 84           0 No_Pool          No_Fence         None        0       4
## 85           0 No_Pool   Minimum_Privacy         Shed      400       6
## 86           0 No_Pool   Minimum_Privacy         None        0       4
## 87           0 No_Pool   Minimum_Privacy         None        0       2
## 88           0 No_Pool   Minimum_Privacy         None        0       6
## 89           0 No_Pool          No_Fence         None        0       4
## 91           0 No_Pool          No_Fence         None        0       6
## 92           0 No_Pool          No_Fence         None        0       6
## 93           0 No_Pool          No_Fence         None        0       6
## 94           0 No_Pool          No_Fence         None        0       3
## 95           0 No_Pool          No_Fence         None        0       1
## 96           0 No_Pool          No_Fence         None        0       4
## 97           0 No_Pool          No_Fence         None        0       6
## 98           0 No_Pool          No_Fence         None        0       2
## 99           0 No_Pool          No_Fence         None        0       5
## 100          0 No_Pool          No_Fence         None        0       6
## 101          0 No_Pool          No_Fence         None        0       6
## 102          0 No_Pool          No_Fence         None        0       5
## 103          0 No_Pool          No_Fence         None        0       5
## 104          0 No_Pool          No_Fence         None        0       6
## 106          0 No_Pool          No_Fence         None        0       4
## 109          0 No_Pool          No_Fence         None        0       3
## 110          0 No_Pool          No_Fence         None        0       4
## 111          0 No_Pool          No_Fence         None        0       5
## 112          0 No_Pool          No_Fence         None        0       3
## 113          0 No_Pool          No_Fence         None        0       2
## 114          0 No_Pool          No_Fence         None        0       4
## 115          0 No_Pool   Minimum_Privacy         Shed      500       3
## 116          0 No_Pool          No_Fence         None        0       3
## 117          0 No_Pool         Good_Wood         None        0       6
## 118          0 No_Pool          No_Fence         None        0       4
## 119          0 No_Pool          No_Fence         None        0       6
## 120          0 No_Pool          No_Fence         Shed      400       1
## 121          0 No_Pool          No_Fence         None        0       4
## 122          0 No_Pool      Good_Privacy         None        0       4
## 123          0 No_Pool          No_Fence         None        0       5
## 124          0 No_Pool          No_Fence         None        0       4
## 125          0 No_Pool   Minimum_Privacy         None        0       5
## 127          0 No_Pool          No_Fence         None        0       4
## 128          0 No_Pool         Good_Wood         None        0       3
## 129          0 No_Pool          No_Fence         None        0       1
## 130          0 No_Pool          No_Fence         None        0       2
## 132          0 No_Pool   Minimum_Privacy         None        0       2
## 133          0 No_Pool          No_Fence         None        0       3
## 134          0 No_Pool          No_Fence         None        0       3
## 135          0 No_Pool          No_Fence         Shed     1500       1
## 136          0 No_Pool          No_Fence         None        0       1
## 137          0 No_Pool          No_Fence         None        0       7
## 138          0 No_Pool          No_Fence         None        0       6
## 139          0 No_Pool          No_Fence         None        0       3
## 140          0 No_Pool   Minimum_Privacy         Shed      300       2
## 141          0 No_Pool      Good_Privacy         None        0       5
## 142          0 No_Pool          No_Fence         None        0       4
## 143          0 No_Pool          No_Fence         None        0       6
## 144          0 No_Pool          No_Fence         None        0       4
## 145          0 No_Pool   Minimum_Privacy         None        0       5
## 146          0 No_Pool          No_Fence         None        0       4
## 147          0 No_Pool          No_Fence         None        0       5
## 148          0 No_Pool         Good_Wood         None        0       6
## 149          0 No_Pool          No_Fence         None        0       2
## 150          0 No_Pool          No_Fence         None        0       5
## 151          0 No_Pool         Good_Wood         None        0       6
## 152          0 No_Pool          No_Fence         None        0       4
## 153          0 No_Pool          No_Fence         None        0       1
## 154          0 No_Pool          No_Fence         None        0       4
## 155          0 No_Pool          No_Fence         None        0       4
## 156          0 No_Pool         Good_Wood         None        0       5
## 157          0 No_Pool          No_Fence         None        0       5
## 158          0 No_Pool          No_Fence         None        0       1
## 159          0 No_Pool      Good_Privacy         Shed      600       6
## 160          0 No_Pool          No_Fence         None        0       3
## 162          0 No_Pool         Good_Wood         None        0       5
## 163          0 No_Pool      Good_Privacy         None        0       5
## 164          0 No_Pool   Minimum_Privacy         None        0       6
## 165          0 No_Pool          No_Fence         None        0       5
## 166          0 No_Pool          No_Fence         None        0       2
## 167          0 No_Pool          No_Fence         None        0       6
## 168          0 No_Pool          No_Fence         None        0       5
## 169          0 No_Pool          No_Fence         None        0       6
## 170          0 No_Pool          No_Fence         None        0       1
## 171          0 No_Pool          No_Fence         None        0       6
## 172          0 No_Pool   Minimum_Privacy         None        0       5
## 173          0 No_Pool          No_Fence         None        0       3
## 174          0 No_Pool          No_Fence         None        0       6
## 175          0 No_Pool          No_Fence         None        0       5
## 176          0 No_Pool          No_Fence         None        0       6
## 177          0 No_Pool   Minimum_Privacy         None        0       2
## 178          0 No_Pool          No_Fence         None        0       4
## 179          0 No_Pool          No_Fence         None        0       1
## 180          0 No_Pool          No_Fence         None        0       6
## 181          0 No_Pool          No_Fence         None        0       3
## 183          0 No_Pool          No_Fence         None        0       5
## 184          0 No_Pool          No_Fence         None        0       4
## 185          0 No_Pool          No_Fence         Shed     1200       6
## 186          0 No_Pool          No_Fence         None        0       4
## 188          0 No_Pool   Minimum_Privacy         None        0       4
## 189          0 No_Pool          No_Fence         None        0       6
## 190          0 No_Pool          No_Fence         None        0       4
## 191          0 No_Pool          No_Fence         None        0       6
## 192          0 No_Pool   Minimum_Privacy         None        0       3
## 193          0 No_Pool          No_Fence         None        0       5
## 194          0 No_Pool   Minimum_Privacy         None        0       4
## 195          0 No_Pool   Minimum_Privacy         None        0       4
## 196          0 No_Pool          No_Fence         None        0       3
## 197          0 No_Pool          No_Fence         None        0       3
## 198          0 No_Pool          No_Fence         None        0       3
## 199          0 No_Pool          No_Fence         None        0       5
## 200          0 No_Pool   Minimum_Privacy         None        0       3
## 201          0 No_Pool          No_Fence         None        0       3
## 202          0 No_Pool      Good_Privacy         None        0       4
## 203          0 No_Pool      Good_Privacy         None        0       6
## 204          0 No_Pool          No_Fence         None        0       5
## 205          0 No_Pool      Good_Privacy         None        0       2
## 208          0 No_Pool   Minimum_Privacy         None        0       5
## 209          0 No_Pool          No_Fence         None        0       6
## 210          0 No_Pool          No_Fence         None        0       5
## 212          0 No_Pool          No_Fence         None        0       2
## 213          0 No_Pool   Minimum_Privacy         None        0       3
## 215          0 No_Pool          No_Fence         None        0       6
## 216          0 No_Pool          No_Fence         None        0       5
## 217          0 No_Pool          No_Fence         None        0       5
## 218          0 No_Pool          No_Fence         None        0       4
## 219          0 No_Pool          No_Fence         None        0       4
## 220          0 No_Pool          No_Fence         None        0       5
## 221          0 No_Pool   Minimum_Privacy         None        0       5
## 222          0 No_Pool   Minimum_Privacy         None        0       5
## 223          0 No_Pool          No_Fence         None        0       6
## 224          0 No_Pool   Minimum_Privacy         None        0       3
## 225          0 No_Pool          No_Fence         None        0       5
## 226          0 No_Pool          No_Fence         None        0       5
## 227          0 No_Pool   Minimum_Privacy         None        0       3
## 228          0 No_Pool      Good_Privacy         None        0       4
## 229          0 No_Pool          No_Fence         None        0       4
## 230          0 No_Pool          No_Fence         None        0       4
## 231          0 No_Pool          No_Fence         None        0       6
## 232          0 No_Pool          No_Fence         None        0       2
## 234          0 No_Pool          No_Fence         None        0       5
## 235          0 No_Pool          No_Fence         Shed      450       6
## 236          0 No_Pool          No_Fence         Shed      400       5
## 237          0 No_Pool   Minimum_Privacy         None        0       6
## 238          0 No_Pool          No_Fence         None        0       6
## 239          0 No_Pool   Minimum_Privacy         None        0       6
## 240          0 No_Pool          No_Fence         None        0       6
## 241          0 No_Pool          No_Fence         None        0       3
## 243          0 No_Pool          No_Fence         None        0       6
## 244          0 No_Pool          No_Fence         None        0       4
## 245          0 No_Pool          No_Fence         None        0       6
## 246          0 No_Pool   Minimum_Privacy         None        0       6
## 247          0 No_Pool          No_Fence         None        0       5
## 248          0 No_Pool      Good_Privacy         None        0       6
## 249          0 No_Pool          No_Fence         None        0       4
## 250          0 No_Pool          No_Fence         None        0       2
## 251          0 No_Pool          No_Fence         None        0       2
## 252          0 No_Pool          No_Fence         None        0       5
## 253          0 No_Pool          No_Fence         None        0       3
## 254          0 No_Pool          No_Fence         None        0       5
## 255          0 No_Pool          No_Fence         None        0       3
## 256          0 No_Pool   Minimum_Privacy         None        0       6
## 257          0 No_Pool      Good_Privacy         None        0       7
## 258          0 No_Pool          No_Fence         None        0       4
## 259          0 No_Pool          No_Fence         None        0       6
## 260          0 No_Pool   Minimum_Privacy         None        0       6
## 261          0 No_Pool   Minimum_Privacy         Shed      450       3
## 262          0 No_Pool   Minimum_Privacy         None        0       2
## 263          0 No_Pool   Minimum_Privacy         None        0       6
## 264          0 No_Pool          No_Fence         None        0       5
## 265          0 No_Pool   Minimum_Privacy         Shed     2000       5
## 266          0 No_Pool          No_Fence         None        0       1
## 267          0 No_Pool          No_Fence         None        0       4
## 268          0 No_Pool          No_Fence         None        0       5
## 269          0 No_Pool          No_Fence         None        0       4
## 270          0 No_Pool          No_Fence         None        0       5
## 271          0 No_Pool          No_Fence         None        0       5
## 272          0 No_Pool          No_Fence         None        0       5
## 273          0 No_Pool          No_Fence         None        0       5
## 274          0 No_Pool          No_Fence         None        0       4
## 277          0 No_Pool   Minimum_Privacy         None        0       6
## 278          0 No_Pool          No_Fence         None        0       6
## 279          0 No_Pool          No_Fence         None        0       6
## 280          0 No_Pool   Minimum_Privacy         None        0       3
## 281          0 No_Pool   Minimum_Privacy         None        0       5
## 282          0 No_Pool          No_Fence         None        0       3
## 283          0 No_Pool   Minimum_Privacy         None        0       4
## 285          0 No_Pool          No_Fence         None        0       5
## 286          0 No_Pool   Minimum_Privacy         None        0       5
## 287          0 No_Pool          No_Fence         None        0       5
## 288          0 No_Pool          No_Fence         None        0       6
## 289          0 No_Pool          No_Fence         None        0       5
## 290          0 No_Pool          No_Fence         None        0       3
## 293          0 No_Pool          No_Fence         None        0       3
## 294          0 No_Pool          No_Fence         None        0       7
## 295          0 No_Pool          No_Fence         None        0       3
## 296          0 No_Pool      Good_Privacy         Shed     2500       5
## 297          0 No_Pool          No_Fence         None        0       5
## 298          0 No_Pool          No_Fence         None        0       6
## 299          0 No_Pool          No_Fence         None        0       4
## 300          0 No_Pool          No_Fence         None        0       3
## 301          0 No_Pool         Good_Wood         None        0       3
## 302          0 No_Pool   Minimum_Privacy         None        0       5
## 304          0 No_Pool   Minimum_Privacy         None        0       4
## 305          0 No_Pool          No_Fence         None        0       4
## 306          0 No_Pool          No_Fence         None        0       1
## 307          0 No_Pool          No_Fence         Shed       54       6
## 308          0 No_Pool          No_Fence         None        0       6
## 309          0 No_Pool          No_Fence         None        0       5
## 310          0 No_Pool          No_Fence         None        0       5
## 311          0 No_Pool      Good_Privacy         Shed       80       5
## 312          0 No_Pool          No_Fence         None        0       4
## 313          0 No_Pool          No_Fence         None        0       5
## 314          0 No_Pool          No_Fence         None        0       3
## 315          0 No_Pool          No_Fence         None        0       6
## 316          0 No_Pool          No_Fence         None        0       5
## 317          0 No_Pool          No_Fence         None        0       1
## 318          0 No_Pool          No_Fence         None        0       4
## 319          0 No_Pool          No_Fence         None        0       5
## 320          0 No_Pool          No_Fence         None        0       2
## 321          0 No_Pool          No_Fence         None        0       4
## 322          0 No_Pool          No_Fence         None        0       5
## 323          0 No_Pool          No_Fence         None        0       6
## 324          0 No_Pool          No_Fence         None        0       3
## 325          0 No_Pool          No_Fence         None        0       4
## 326          0 No_Pool          No_Fence         None        0       6
## 327          0 No_Pool          No_Fence         None        0       5
## 328          0 No_Pool          No_Fence         None        0       5
## 329          0 No_Pool          No_Fence         None        0       4
## 330          0 No_Pool          No_Fence         None        0       3
## 331          0 No_Pool          No_Fence         None        0       5
## 332          0 No_Pool          No_Fence         None        0       6
## 333          0 No_Pool          No_Fence         None        0       6
## 334          0 No_Pool          No_Fence         None        0       6
## 335          0 No_Pool          No_Fence         None        0       4
## 336          0 No_Pool   Minimum_Privacy         None        0       4
## 338          0 No_Pool         Good_Wood         None        0       3
## 339          0 No_Pool          No_Fence         None        0       4
## 340          0 No_Pool         Good_Wood         None        0       2
## 341          0 No_Pool          No_Fence         None        0       3
## 342          0 No_Pool          No_Fence         None        0      10
## 343          0 No_Pool          No_Fence         None        0       6
## 344          0 No_Pool   Minimum_Privacy         None        0       7
## 345          0 No_Pool          No_Fence         None        0       7
## 346          0 No_Pool          No_Fence         None        0       8
## 347          0 No_Pool          No_Fence         Shed      490       6
## 348          0 No_Pool          No_Fence         None        0      10
## 349          0 No_Pool          No_Fence         Shed      700       5
## 350          0 No_Pool          No_Fence         None        0      11
## 351          0 No_Pool          No_Fence         None        0      10
## 352          0 No_Pool          No_Fence         None        0       7
## 353          0 No_Pool          No_Fence         None        0       9
## 354          0 No_Pool          No_Fence         None        0       2
## 355          0 No_Pool          No_Fence         None        0      12
## 356          0 No_Pool          No_Fence         None        0      10
## 357          0 No_Pool          No_Fence         None        0       5
## 358          0 No_Pool          No_Fence         Shed      480       4
## 359          0 No_Pool          No_Fence         None        0       7
## 360          0 No_Pool          No_Fence         None        0      11
## 361          0 No_Pool   Minimum_Privacy         None        0      12
## 362          0 No_Pool          No_Fence         None        0       3
## 363          0 No_Pool          No_Fence         None        0       7
## 364          0 No_Pool          No_Fence         None        0       5
## 365          0 No_Pool          No_Fence         None        0       5
## 366          0 No_Pool          No_Fence         None        0       8
## 367          0 No_Pool          No_Fence         None        0       7
## 368          0 No_Pool          No_Fence         None        0       7
## 369          0 No_Pool          No_Fence         None        0       6
## 370          0 No_Pool          No_Fence         None        0       7
## 371          0 No_Pool      Good_Privacy         None        0       8
## 372          0 No_Pool          No_Fence         None        0       1
## 373          0 No_Pool          No_Fence         None        0       4
## 374          0 No_Pool          No_Fence         None        0       6
## 376          0 No_Pool          No_Fence         None        0       8
## 377          0 No_Pool          No_Fence         None        0       8
## 378          0 No_Pool          No_Fence         None        0       6
## 379          0 No_Pool          No_Fence         None        0       5
## 381          0 No_Pool          No_Fence         None        0       4
## 382          0 No_Pool   Minimum_Privacy         None        0       6
## 383          0 No_Pool          No_Fence         None        0      10
## 384          0 No_Pool          No_Fence         None        0       6
## 385          0 No_Pool          No_Fence         None        0      12
## 387          0 No_Pool          No_Fence         None        0      10
## 388          0 No_Pool          No_Fence         None        0       6
## 389          0 No_Pool         Good_Wood         None        0       4
## 390          0 No_Pool          No_Fence         None        0       8
## 391          0 No_Pool   Minimum_Privacy         None        0       8
## 392          0 No_Pool      Good_Privacy         None        0       8
## 393          0 No_Pool          No_Fence         None        0       9
## 394          0 No_Pool   Minimum_Privacy         None        0       8
## 395          0 No_Pool          No_Fence         None        0       7
## 396          0 No_Pool          No_Fence         None        0       3
## 397          0 No_Pool          No_Fence         None        0       7
## 398          0 No_Pool      Good_Privacy         None        0       9
## 399          0 No_Pool          No_Fence         Shed      500      11
## 400          0 No_Pool          No_Fence         None        0       7
## 401          0 No_Pool          No_Fence         None        0       3
## 402          0 No_Pool         Good_Wood         None        0       7
## 403          0 No_Pool          No_Fence         None        0       7
## 404          0 No_Pool          No_Fence         None        0       5
## 405          0 No_Pool          No_Fence         None        0       5
## 406          0 No_Pool          No_Fence         None        0       7
## 407          0 No_Pool          No_Fence         None        0       5
## 408          0 No_Pool          No_Fence         None        0       2
## 409          0 No_Pool          No_Fence         None        0      10
## 410          0 No_Pool          No_Fence         None        0       9
## 411          0 No_Pool          No_Fence         None        0       7
## 412          0 No_Pool          No_Fence         None        0       8
## 413          0 No_Pool          No_Fence         None        0       6
## 414          0 No_Pool          No_Fence         None        0       5
## 415          0 No_Pool          No_Fence         None        0       7
## 416          0 No_Pool          No_Fence         None        0       4
## 417          0 No_Pool          No_Fence         None        0       4
## 418          0 No_Pool          No_Fence         None        0      10
## 419          0 No_Pool         Good_Wood         None        0       7
## 420          0 No_Pool          No_Fence         Shed     1200       7
## 421          0 No_Pool          No_Fence         None        0       7
## 422          0 No_Pool          No_Fence         None        0       6
## 423          0 No_Pool          No_Fence         None        0       7
## 424          0 No_Pool          No_Fence         None        0       4
## 425          0 No_Pool          No_Fence         None        0      11
## 426          0 No_Pool          No_Fence         None        0       7
## 427          0 No_Pool          No_Fence         None        0       8
## 428          0 No_Pool          No_Fence         None        0       7
## 429          0 No_Pool          No_Fence         None        0       7
## 430          0 No_Pool          No_Fence         None        0       5
## 431          0 No_Pool          No_Fence         None        0       9
## 434          0 No_Pool          No_Fence         None        0       1
## 435          0 No_Pool          No_Fence         None        0       7
## 436          0 No_Pool          No_Fence         None        0       4
## 437          0 No_Pool          No_Fence         None        0       6
## 438          0 No_Pool          No_Fence         None        0       7
## 440          0 No_Pool          No_Fence         None        0       1
## 441          0 No_Pool          No_Fence         None        0       2
## 442          0 No_Pool          No_Fence         None        0       3
## 443          0 No_Pool          No_Fence         None        0       6
## 444          0 No_Pool          No_Fence         None        0       3
## 445          0 No_Pool          No_Fence         None        0      10
## 446          0 No_Pool          No_Fence         None        0       6
## 447          0 No_Pool          No_Fence         None        0       9
## 448          0 No_Pool          No_Fence         None        0       6
## 449          0 No_Pool   Minimum_Privacy         None        0       7
## 450          0 No_Pool          No_Fence         None        0       6
## 451          0 No_Pool          No_Fence         None        0       7
## 452          0 No_Pool          No_Fence         None        0       8
## 453          0 No_Pool          No_Fence         None        0       8
## 454          0 No_Pool          No_Fence         None        0       3
## 455          0 No_Pool          No_Fence         None        0       5
## 456          0 No_Pool          No_Fence         None        0       7
## 457          0 No_Pool          No_Fence         None        0       2
## 458          0 No_Pool          No_Fence         None        0       7
## 459          0 No_Pool          No_Fence         None        0       5
## 460          0 No_Pool          No_Fence         None        0       4
## 461          0 No_Pool          No_Fence         None        0       9
## 462          0 No_Pool          No_Fence         None        0      12
## 463          0 No_Pool          No_Fence         None        0      11
## 464          0 No_Pool          No_Fence         None        0       7
## 465          0 No_Pool          No_Fence         None        0       6
## 466          0 No_Pool          No_Fence         None        0       7
## 467          0 No_Pool          No_Fence         None        0       6
## 468          0 No_Pool          No_Fence         None        0       3
## 469          0 No_Pool          No_Fence         None        0       6
## 470          0 No_Pool          No_Fence         None        0       5
## 471          0 No_Pool          No_Fence         None        0       5
## 472          0 No_Pool          No_Fence         None        0       5
## 473          0 No_Pool          No_Fence         None        0       8
## 474          0 No_Pool          No_Fence         None        0       9
## 475          0 No_Pool          No_Fence         None        0       7
## 477          0 No_Pool          No_Fence         None        0       8
## 478          0 No_Pool          No_Fence         None        0       9
## 479          0 No_Pool          No_Fence         None        0       3
## 480          0 No_Pool   Minimum_Privacy         None        0       7
## 481          0 No_Pool          No_Fence         None        0       6
## 482          0 No_Pool          No_Fence         None        0       5
## 484          0 No_Pool          No_Fence         None        0       4
## 485          0 No_Pool          No_Fence         None        0       7
## 486          0 No_Pool          No_Fence         None        0       7
## 487          0 No_Pool          No_Fence         None        0       5
## 488          0 No_Pool          No_Fence         None        0       6
## 489          0 No_Pool          No_Fence         None        0       6
## 490          0 No_Pool          No_Fence         None        0       3
## 492          0 No_Pool          No_Fence         None        0       6
## 494          0 No_Pool          No_Fence         None        0       6
## 495          0 No_Pool          No_Fence         None        0       7
## 496          0 No_Pool          No_Fence         None        0       7
## 497          0 No_Pool          No_Fence         None        0       9
## 498          0 No_Pool          No_Fence         None        0       5
## 499          0 No_Pool          No_Fence         None        0       7
## 500          0 No_Pool          No_Fence         None        0       7
## 501          0 No_Pool          No_Fence         None        0       6
## 502          0 No_Pool          No_Fence         None        0       4
## 503          0 No_Pool          No_Fence         None        0      11
## 504          0 No_Pool          No_Fence         None        0      10
## 505          0 No_Pool          No_Fence         None        0       7
## 506          0 No_Pool          No_Fence         None        0       1
## 507          0 No_Pool          No_Fence         None        0      12
## 508          0 No_Pool          No_Fence         None        0       9
## 509          0 No_Pool          No_Fence         None        0       9
## 510          0 No_Pool          No_Fence         None        0       5
## 511          0 No_Pool          No_Fence         None        0       3
## 512          0 No_Pool          No_Fence         None        0       9
## 513          0 No_Pool          No_Fence         None        0       2
## 515          0 No_Pool          No_Fence         None        0       7
## 516          0 No_Pool          No_Fence         None        0       6
## 517          0 No_Pool          No_Fence         None        0       9
## 518          0 No_Pool          No_Fence         None        0      10
## 519          0 No_Pool          No_Fence         None        0       9
## 520          0 No_Pool          No_Fence         None        0       5
## 521          0 No_Pool          No_Fence         None        0       5
## 522          0 No_Pool          No_Fence         None        0      10
## 523          0 No_Pool          No_Fence         None        0       6
## 524          0 No_Pool          No_Fence         None        0       4
## 525          0 No_Pool          No_Fence         None        0       7
## 526          0 No_Pool          No_Fence         None        0       5
## 527          0 No_Pool          No_Fence         None        0      10
## 528          0 No_Pool          No_Fence         None        0      10
## 529          0 No_Pool          No_Fence         None        0       3
## 530          0 No_Pool          No_Fence         None        0      11
## 531          0 No_Pool          No_Fence         None        0      10
## 532          0 No_Pool          No_Fence         None        0       8
## 533          0 No_Pool          No_Fence         None        0       3
## 534          0 No_Pool          No_Fence         None        0       4
## 535          0 No_Pool          No_Fence         None        0       6
## 536          0 No_Pool          No_Fence         None        0       8
## 537          0 No_Pool          No_Fence         None        0       1
## 538          0 No_Pool          No_Fence         None        0       1
## 539          0 No_Pool          No_Fence         None        0       8
## 540          0 No_Pool          No_Fence         None        0       5
## 541          0 No_Pool          No_Fence         None        0       8
## 542          0 No_Pool          No_Fence         None        0       6
## 543          0 No_Pool          No_Fence         None        0       2
## 544          0 No_Pool          No_Fence         None        0       4
## 545          0 No_Pool          No_Fence         None        0       9
## 546          0 No_Pool          No_Fence         None        0       4
## 547          0 No_Pool          No_Fence         None        0      11
## 548          0 No_Pool          No_Fence         None        0       4
## 549          0 No_Pool          No_Fence         None        0       2
## 550          0 No_Pool          No_Fence         None        0      10
## 551          0 No_Pool          No_Fence         None        0       7
## 552          0 No_Pool          No_Fence         None        0       5
## 553          0 No_Pool          No_Fence         None        0       9
## 554          0 No_Pool          No_Fence         None        0      10
## 555          0 No_Pool   Minimum_Privacy         None        0      11
## 556          0 No_Pool          No_Fence         None        0       7
## 557          0 No_Pool          No_Fence         None        0       6
## 558          0 No_Pool          No_Fence         None        0       7
## 560          0 No_Pool         Good_Wood         None        0      10
## 561          0 No_Pool         Good_Wood         Shed      400       3
## 562          0 No_Pool         Good_Wood         None        0      12
## 563          0 No_Pool          No_Fence         None        0      10
## 564          0 No_Pool   Minimum_Privacy         None        0       4
## 565          0 No_Pool      Good_Privacy         None        0       7
## 566          0 No_Pool          No_Fence         None        0       7
## 567          0 No_Pool          No_Fence         None        0       6
## 568          0 No_Pool          No_Fence         None        0       6
## 569          0 No_Pool          No_Fence         None        0       1
## 570          0 No_Pool          No_Fence         None        0       3
## 571          0 No_Pool          No_Fence         None        0       3
## 572          0 No_Pool          No_Fence         None        0       8
## 573          0 No_Pool          No_Fence         None        0       9
## 574          0 No_Pool          No_Fence         None        0       8
## 575          0 No_Pool          No_Fence         None        0       6
## 577          0 No_Pool          No_Fence         None        0       6
## 578          0 No_Pool          No_Fence         None        0       1
## 579          0 No_Pool         Good_Wood         None        0       6
## 580          0 No_Pool          No_Fence         None        0       5
## 581          0 No_Pool          No_Fence         None        0       2
## 582          0 No_Pool          No_Fence         None        0       8
## 583          0 No_Pool          No_Fence         Shed      350      11
## 584          0 No_Pool          No_Fence         None        0       6
## 585          0 No_Pool          No_Fence         None        0      12
## 586          0 No_Pool          No_Fence         None        0       5
## 587          0 No_Pool          No_Fence         None        0       6
## 588          0 No_Pool          No_Fence         Shed      650       8
## 589          0 No_Pool   Minimum_Privacy         None        0       8
## 590          0 No_Pool          No_Fence         None        0      11
## 591          0 No_Pool          No_Fence         None        0       4
## 592          0 No_Pool          No_Fence         None        0       6
## 593          0 No_Pool          No_Fence         None        0      11
## 594          0 No_Pool      Good_Privacy         None        0       6
## 595          0 No_Pool          No_Fence         None        0       3
## 596          0 No_Pool         Good_Wood         None        0       7
## 597          0 No_Pool          No_Fence         None        0       5
## 598          0 No_Pool          No_Fence         None        0       5
## 599          0 No_Pool          No_Fence         None        0       9
## 600          0 No_Pool         Good_Wood         None        0       8
## 601          0 No_Pool          No_Fence         None        0       9
## 603          0 No_Pool   Minimum_Privacy         None        0       5
## 604          0 No_Pool          No_Fence         None        0       7
## 605          0 No_Pool          No_Fence         None        0       7
## 606          0 No_Pool          No_Fence         None        0       2
## 607          0 No_Pool   Minimum_Privacy         None        0       2
## 608          0 No_Pool          No_Fence         None        0       7
## 609          0 No_Pool   Minimum_Privacy         None        0      11
## 610          0 No_Pool   Minimum_Privacy         None        0       6
## 611          0 No_Pool   Minimum_Privacy         None        0       8
## 612          0 No_Pool   Minimum_Privacy         None        0       7
## 613          0 No_Pool          No_Fence         None        0       9
## 614          0 No_Pool   Minimum_Privacy         None        0       2
## 615          0 No_Pool          No_Fence         None        0      12
## 616          0 No_Pool          No_Fence         None        0       7
## 617          0 No_Pool          No_Fence         None        0       2
## 619          0 No_Pool          No_Fence         None        0      10
## 620          0 No_Pool          No_Fence         None        0       6
## 621          0 No_Pool   Minimum_Privacy         None        0       9
## 622          0 No_Pool          No_Fence         None        0       7
## 623          0 No_Pool          No_Fence         None        0       4
## 624          0 No_Pool      Good_Privacy         None        0       4
## 625          0 No_Pool          No_Fence         None        0       7
## 626          0 No_Pool         Good_Wood         None        0       7
## 627          0 No_Pool          No_Fence         None        0      10
## 628          0 No_Pool          No_Fence         None        0       6
## 630          0 No_Pool          No_Fence         None        0       6
## 631          0 No_Pool          No_Fence         None        0       6
## 632          0 No_Pool          No_Fence         None        0       6
## 633          0 No_Pool          No_Fence         None        0       8
## 634          0 No_Pool          No_Fence         None        0       6
## 635          0 No_Pool   Minimum_Privacy         None        0       4
## 636          0 No_Pool          No_Fence         None        0       6
## 637          0 No_Pool         Good_Wood         None        0      11
## 638          0 No_Pool         Good_Wood         None        0       7
## 639          0 No_Pool          No_Fence         None        0      11
## 640          0 No_Pool         Good_Wood         None        0       5
## 641          0 No_Pool          No_Fence         None        0      10
## 642          0 No_Pool          No_Fence         None        0      12
## 643          0 No_Pool          No_Fence         None        0       2
## 644          0 No_Pool         Good_Wood         None        0      11
## 645          0 No_Pool          No_Fence         None        0      10
## 646          0 No_Pool          No_Fence         None        0      11
## 647          0 No_Pool          No_Fence         Shed     2000       6
## 648          0 No_Pool          No_Fence         None        0       8
## 649          0 No_Pool   Minimum_Privacy         None        0       3
## 650          0 No_Pool   Minimum_Privacy         None        0       8
## 652          0 No_Pool         Good_Wood         None        0      12
## 653          0 No_Pool         Good_Wood         None        0       8
## 654          0 No_Pool          No_Fence         None        0       5
## 655          0 No_Pool          No_Fence         None        0       8
## 656          0 No_Pool   Minimum_Privacy         None        0       8
## 657          0 No_Pool          No_Fence         None        0       8
## 658          0 No_Pool          No_Fence         None        0       5
## 659          0 No_Pool          No_Fence         None        0       5
## 660          0 No_Pool         Good_Wood         None        0      12
## 661          0 No_Pool          No_Fence         None        0       6
## 662          0 No_Pool          No_Fence         None        0       8
## 663          0 No_Pool          No_Fence         None        0       6
## 665          0 No_Pool          No_Fence         None        0       6
## 666          0 No_Pool          No_Fence         None        0      11
## 667          0 No_Pool          No_Fence         None        0       8
## 668          0 No_Pool         Good_Wood         None        0       6
## 669          0 No_Pool   Minimum_Privacy         None        0       5
## 670          0 No_Pool          No_Fence         None        0       8
## 671          0 No_Pool          No_Fence         Shed      450       9
## 672          0 No_Pool          No_Fence         None        0       4
## 673          0 No_Pool          No_Fence         None        0       5
## 674          0 No_Pool          No_Fence         None        0      12
## 675          0 No_Pool          No_Fence         None        0       4
## 678          0 No_Pool          No_Fence         None        0      12
## 680          0 No_Pool      Good_Privacy         None        0       5
## 681          0 No_Pool         Good_Wood         None        0       3
## 682          0 No_Pool   Minimum_Privacy         None        0       5
## 683          0 No_Pool          No_Fence         None        0       9
## 684          0 No_Pool         Good_Wood         None        0       7
## 685          0 No_Pool      Good_Privacy         None        0       7
## 686          0 No_Pool          No_Fence         None        0       8
## 687          0 No_Pool          No_Fence         None        0       8
## 688          0 No_Pool          No_Fence         None        0       3
## 689          0 No_Pool          No_Fence         None        0      11
## 690          0 No_Pool          No_Fence         None        0       4
## 691          0 No_Pool          No_Fence         None        0       8
## 692          0 No_Pool          No_Fence         None        0      12
## 693          0 No_Pool   Minimum_Privacy         None        0       5
## 694          0 No_Pool          No_Fence         None        0       6
## 695          0 No_Pool          No_Fence         None        0       6
## 696          0 No_Pool          No_Fence         None        0       8
## 697          0 No_Pool   Minimum_Privacy         None        0       7
## 698          0 No_Pool          No_Fence         None        0       3
## 699          0 No_Pool   Minimum_Privacy         None        0      10
## 700          0 No_Pool          No_Fence         None        0      12
## 702          0 No_Pool          No_Fence         None        0       7
## 703          0 No_Pool          No_Fence         None        0       9
## 704          0 No_Pool          No_Fence         None        0       7
## 705          0 No_Pool          No_Fence         None        0       2
## 706          0 No_Pool   Minimum_Privacy         None        0       3
## 707          0 No_Pool          No_Fence         None        0      11
## 709          0 No_Pool          No_Fence         None        0      10
## 711          0 No_Pool          No_Fence         None        0      12
## 712          0 No_Pool         Good_Wood         None        0       2
## 713          0 No_Pool          No_Fence         None        0       6
## 714          0 No_Pool          No_Fence         None        0       6
## 715          0 No_Pool Minimum_Wood_Wire         None        0       4
## 717          0 No_Pool          No_Fence         None        0       5
## 718          0 No_Pool          No_Fence         None        0       6
## 719          0 No_Pool          No_Fence         None        0       5
## 720          0 No_Pool          No_Fence         None        0      11
## 721          0 No_Pool          No_Fence         None        0       6
## 722          0 No_Pool          No_Fence         None        0       7
## 724          0 No_Pool Minimum_Wood_Wire         None        0       9
## 726          0 No_Pool   Minimum_Privacy         None        0       9
## 727          0 No_Pool         Good_Wood         None        0      11
## 728          0 No_Pool          No_Fence         None        0       9
## 729          0 No_Pool          No_Fence         None        0       5
## 730          0 No_Pool         Good_Wood         None        0       9
## 731          0 No_Pool          No_Fence         None        0      10
## 732          0 No_Pool          No_Fence         None        0       5
## 734          0 No_Pool          No_Fence         None        0       7
## 735          0 No_Pool          No_Fence         None        0       7
## 736          0 No_Pool          No_Fence         None        0       5
## 737          0 No_Pool          No_Fence         None        0       5
## 738          0 No_Pool          No_Fence         None        0       6
## 739          0 No_Pool          No_Fence         None        0       1
## 740          0 No_Pool          No_Fence         None        0      10
## 741          0 No_Pool   Minimum_Privacy         None        0       4
## 742          0 No_Pool          No_Fence         None        0       7
## 744          0 No_Pool          No_Fence         None        0      11
## 745          0 No_Pool   Minimum_Privacy         None        0       3
## 746          0 No_Pool          No_Fence         None        0       2
## 747          0 No_Pool          No_Fence         None        0       8
## 748          0 No_Pool          No_Fence         None        0       7
## 749          0 No_Pool      Good_Privacy         None        0      10
## 750          0 No_Pool          No_Fence         None        0       6
## 751          0 No_Pool          No_Fence         None        0       6
## 752          0 No_Pool          No_Fence         Shed      400       6
## 755          0 No_Pool   Minimum_Privacy         None        0       8
## 756          0 No_Pool          No_Fence         None        0       1
## 757          0 No_Pool          No_Fence         None        0       2
## 758          0 No_Pool          No_Fence         None        0       5
## 759          0 No_Pool          No_Fence         None        0       8
## 760          0 No_Pool          No_Fence         None        0       7
## 761          0 No_Pool          No_Fence         None        0       2
## 762          0 No_Pool          No_Fence         None        0       9
## 763          0 No_Pool          No_Fence         None        0       3
## 764          0 No_Pool          No_Fence         None        0       3
## 765          0 No_Pool          No_Fence         None        0       7
## 767          0 No_Pool          No_Fence         None        0       7
## 769          0 No_Pool          No_Fence         None        0      10
## 770          0 No_Pool   Minimum_Privacy         None        0       6
## 771          0 No_Pool          No_Fence         None        0       7
## 772          0 No_Pool          No_Fence         None        0       4
## 773          0 No_Pool   Minimum_Privacy         None        0       6
## 774          0 No_Pool          No_Fence         None        0       6
## 775          0 No_Pool          No_Fence         None        0       4
## 776          0 No_Pool          No_Fence         None        0       7
## 777          0 No_Pool          No_Fence         None        0       9
## 778          0 No_Pool          No_Fence         None        0       7
## 779          0 No_Pool   Minimum_Privacy         None        0       3
## 780          0 No_Pool          No_Fence         None        0      10
## 782          0 No_Pool          No_Fence         None        0      11
## 783          0 No_Pool          No_Fence         None        0       6
## 784          0 No_Pool          No_Fence         None        0       4
## 785          0 No_Pool          No_Fence         None        0       3
## 786          0 No_Pool         Good_Wood         None        0      11
## 787          0 No_Pool          No_Fence         None        0       6
## 788          0 No_Pool          No_Fence         None        0      10
## 789          0 No_Pool   Minimum_Privacy         None        0      11
## 790          0 No_Pool      Good_Privacy         None        0       2
## 792          0 No_Pool          No_Fence         None        0       7
## 793          0 No_Pool          No_Fence         None        0       8
## 794          0 No_Pool   Minimum_Privacy         None        0       9
## 795          0 No_Pool          No_Fence         None        0       1
## 796          0 No_Pool          No_Fence         None        0       2
## 797          0 No_Pool          No_Fence         None        0       1
## 798          0 No_Pool   Minimum_Privacy         None        0      10
## 800          0 No_Pool          No_Fence         None        0       7
## 801          0 No_Pool          No_Fence         Shed      600       9
## 802          0 No_Pool          No_Fence         None        0       9
## 803          0 No_Pool          No_Fence         None        0       6
## 804          0 No_Pool          No_Fence         None        0       7
## 805          0 No_Pool   Minimum_Privacy         None        0       8
## 806          0 No_Pool          No_Fence         None        0       6
## 807          0 No_Pool          No_Fence         None        0       6
## 808          0 No_Pool          No_Fence         None        0       6
## 809          0 No_Pool          No_Fence         None        0       6
## 810          0 No_Pool          No_Fence         None        0       6
## 811          0 No_Pool      Good_Privacy         None        0       6
## 812          0 No_Pool          No_Fence         None        0       6
## 813          0 No_Pool          No_Fence         None        0       6
## 814          0 No_Pool          No_Fence         None        0       6
## 815          0 No_Pool          No_Fence         None        0       6
## 816          0 No_Pool          No_Fence         None        0      10
## 817          0 No_Pool          No_Fence         None        0      10
## 818          0 No_Pool          No_Fence         None        0      10
## 819          0 No_Pool          No_Fence         None        0       7
## 820          0 No_Pool          No_Fence         None        0       9
## 821          0 No_Pool          No_Fence         None        0       1
## 822          0 No_Pool          No_Fence         None        0      11
## 823          0 No_Pool          No_Fence         None        0       6
## 824          0 No_Pool          No_Fence         None        0       4
## 825          0 No_Pool          No_Fence         None        0       4
## 826          0 No_Pool          No_Fence         None        0       5
## 827          0 No_Pool          No_Fence         None        0       3
## 828          0 No_Pool          No_Fence         None        0       5
## 829          0 No_Pool          No_Fence         None        0       3
## 830          0 No_Pool          No_Fence         None        0       2
## 831          0 No_Pool          No_Fence         None        0       3
## 832          0 No_Pool          No_Fence         None        0       7
## 833          0 No_Pool          No_Fence         None        0       8
## 834          0 No_Pool          No_Fence         None        0       6
## 835          0 No_Pool          No_Fence         None        0       6
## 836          0 No_Pool      Good_Privacy         None        0      11
## 837          0 No_Pool          No_Fence         None        0      10
## 838          0 No_Pool   Minimum_Privacy         None        0       8
## 840          0 No_Pool      Good_Privacy         None        0      12
## 841          0 No_Pool          No_Fence         None        0       6
## 842          0 No_Pool          No_Fence         None        0       5
## 843          0 No_Pool          No_Fence         None        0       3
## 844          0 No_Pool          No_Fence         None        0       6
## 845          0 No_Pool          No_Fence         None        0       9
## 846          0 No_Pool          No_Fence         None        0       4
## 847          0 No_Pool          No_Fence         None        0       7
## 848          0 No_Pool          No_Fence         None        0       3
## 849          0 No_Pool          No_Fence         None        0       6
## 850          0 No_Pool          No_Fence         None        0       6
## 851          0 No_Pool          No_Fence         None        0       4
## 852          0 No_Pool          No_Fence         None        0       7
## 853          0 No_Pool          No_Fence         None        0       8
## 854          0 No_Pool   Minimum_Privacy         None        0       7
## 855          0 No_Pool          No_Fence         None        0      10
## 856          0 No_Pool          No_Fence         None        0       9
## 857          0 No_Pool         Good_Wood         None        0       7
## 858          0 No_Pool          No_Fence         None        0      10
## 859          0 No_Pool          No_Fence         None        0       8
## 860          0 No_Pool          No_Fence         None        0       9
## 861          0 No_Pool   Minimum_Privacy         None        0       4
## 862          0 No_Pool   Minimum_Privacy         None        0       3
## 863          0 No_Pool          No_Fence         None        0       9
## 864          0 No_Pool          No_Fence         None        0       6
## 865          0 No_Pool          No_Fence         None        0       6
## 866          0 No_Pool          No_Fence         None        0      11
## 867          0 No_Pool          No_Fence         None        0       5
## 868          0 No_Pool          No_Fence         None        0      11
## 869          0 No_Pool          No_Fence         None        0       5
## 870          0 No_Pool          No_Fence         None        0       6
## 871          0 No_Pool          No_Fence         None        0       6
## 872          0 No_Pool          No_Fence         None        0       6
## 873          0 No_Pool          No_Fence         None        0       8
## 874          0 No_Pool      Good_Privacy         None        0       2
## 875          0 No_Pool          No_Fence         None        0       7
## 876          0 No_Pool          No_Fence         None        0       6
## 877          0 No_Pool          No_Fence         None        0      10
## 878          0 No_Pool          No_Fence         None        0       6
## 879          0 No_Pool          No_Fence         None        0       5
## 880          0 No_Pool          No_Fence         None        0       1
## 881          0 No_Pool          No_Fence         None        0       4
## 882          0 No_Pool          No_Fence         None        0       8
## 883          0 No_Pool          No_Fence         None        0       2
## 884          0 No_Pool          No_Fence         None        0       7
## 885          0 No_Pool   Minimum_Privacy         None        0       5
## 886          0 No_Pool   Minimum_Privacy         None        0       3
## 887          0 No_Pool          No_Fence         None        0       5
## 888          0 No_Pool          No_Fence         None        0       7
## 889          0 No_Pool   Minimum_Privacy         None        0       7
## 890          0 No_Pool   Minimum_Privacy         None        0       7
## 891          0 No_Pool         Good_Wood         None        0      10
## 892          0 No_Pool          No_Fence         None        0       2
## 894          0 No_Pool          No_Fence         None        0       6
## 895          0 No_Pool   Minimum_Privacy         None        0       3
## 896          0 No_Pool          No_Fence         Shed      900       6
## 898          0 No_Pool          No_Fence         None        0       7
## 900          0 No_Pool          No_Fence         None        0       8
## 901          0 No_Pool          No_Fence         None        0       5
## 902          0 No_Pool   Minimum_Privacy         None        0      10
## 904          0 No_Pool          No_Fence         None        0       9
## 905          0 No_Pool          No_Fence         None        0       7
## 906          0 No_Pool          No_Fence         None        0       7
## 907          0 No_Pool          No_Fence         None        0       7
## 908          0 No_Pool          No_Fence         None        0       1
## 909          0 No_Pool         Good_Wood         None        0       7
## 911          0 No_Pool          No_Fence         None        0       3
## 912          0 No_Pool   Minimum_Privacy         None        0      12
## 913          0 No_Pool          No_Fence         None        0      10
## 914          0 No_Pool   Minimum_Privacy         None        0      10
## 915          0 No_Pool   Minimum_Privacy         None        0       4
## 917          0 No_Pool          No_Fence         None        0       8
## 918          0 No_Pool   Minimum_Privacy         None        0       5
## 919          0 No_Pool   Minimum_Privacy         None        0       6
## 920          0 No_Pool      Good_Privacy         None        0       2
## 921          0 No_Pool          No_Fence         None        0      11
## 922          0 No_Pool          No_Fence         None        0       6
## 923          0 No_Pool   Minimum_Privacy         None        0       6
## 924          0 No_Pool          No_Fence         None        0       8
## 925          0 No_Pool          No_Fence         None        0       7
## 926          0 No_Pool          No_Fence         None        0       7
## 927          0 No_Pool   Minimum_Privacy         None        0      10
## 928          0 No_Pool          No_Fence         None        0       7
## 929          0 No_Pool          No_Fence         None        0       5
## 931          0 No_Pool      Good_Privacy         None        0       8
## 932          0 No_Pool          No_Fence         None        0       1
## 933          0 No_Pool      Good_Privacy         None        0       5
## 934          0 No_Pool      Good_Privacy         None        0      10
## 935          0 No_Pool   Minimum_Privacy         None        0       7
## 936          0 No_Pool      Good_Privacy         None        0       5
## 937          0 No_Pool          No_Fence         Shed     1500       4
## 938          0 No_Pool      Good_Privacy         None        0       7
## 939          0 No_Pool          No_Fence         None        0      12
## 940          0 No_Pool          No_Fence         None        0       7
## 941          0 No_Pool          No_Fence         None        0      12
## 942          0 No_Pool         Good_Wood         None        0       7
## 945          0 No_Pool          No_Fence         None        0       6
## 947          0 No_Pool          No_Fence         None        0       5
## 948          0 No_Pool          No_Fence         None        0       8
## 949          0 No_Pool          No_Fence         None        0       4
## 950          0 No_Pool          No_Fence         None        0       6
## 951          0 No_Pool   Minimum_Privacy         None        0       4
## 952          0 No_Pool         Good_Wood         None        0      11
## 953          0 No_Pool          No_Fence         None        0       8
## 954          0 No_Pool      Good_Privacy         None        0       6
## 955          0 No_Pool          No_Fence         None        0       4
## 957          0 No_Pool          No_Fence         None        0       6
## 958          0 No_Pool          No_Fence         None        0       9
## 959          0 No_Pool          No_Fence         None        0       7
## 960          0 No_Pool          No_Fence         None        0       7
## 961          0 No_Pool          No_Fence         None        0       1
## 962          0 No_Pool          No_Fence         None        0       7
## 963          0 No_Pool          No_Fence         None        0       3
## 964          0 No_Pool          No_Fence         Shed     2500       2
## 965          0 No_Pool          No_Fence         None        0       7
## 966          0 No_Pool          No_Fence         None        0       6
## 967          0 No_Pool          No_Fence         None        0       2
## 968          0 No_Pool          No_Fence         None        0       3
## 969          0 No_Pool          No_Fence         None        0       5
## 970          0 No_Pool   Minimum_Privacy         None        0       4
## 971          0 No_Pool      Good_Privacy         None        0      11
## 972          0 No_Pool          No_Fence         None        0       6
## 973          0 No_Pool          No_Fence         None        0       6
## 974          0 No_Pool         Good_Wood         None        0      11
## 975          0 No_Pool         Good_Wood         Shed      600      11
## 976          0 No_Pool          No_Fence         None        0       5
## 977          0 No_Pool          No_Fence         None        0       3
## 978          0 No_Pool          No_Fence         None        0       4
## 979          0 No_Pool          No_Fence         None        0       5
## 980          0 No_Pool          No_Fence         None        0       8
## 981          0 No_Pool   Minimum_Privacy         None        0       7
## 982          0 No_Pool          No_Fence         Shed      700       8
## 983          0 No_Pool          No_Fence         None        0       7
## 984          0 No_Pool   Minimum_Privacy         None        0       3
## 985          0 No_Pool      Good_Privacy         None        0       6
## 987          0 No_Pool          No_Fence         None        0       7
## 988          0 No_Pool          No_Fence         None        0       5
## 989          0 No_Pool   Minimum_Privacy         None        0       4
## 990          0 No_Pool          No_Fence         None        0       5
## 991          0 No_Pool          No_Fence         None        0       5
## 992          0 No_Pool          No_Fence         None        0       6
## 993          0 No_Pool          No_Fence         None        0       4
## 994          0 No_Pool          No_Fence         None        0      10
## 995          0 No_Pool          No_Fence         None        0       5
## 996          0 No_Pool          No_Fence         None        0       7
## 997          0 No_Pool          No_Fence         None        0      11
## 998          0 No_Pool          No_Fence         None        0      11
## 999          0 No_Pool          No_Fence         None        0       8
## 1000         0 No_Pool          No_Fence         None        0       8
## 1001         0 No_Pool          No_Fence         None        0       7
## 1002         0 No_Pool          No_Fence         None        0      10
## 1003         0 No_Pool          No_Fence         None        0       8
## 1004         0 No_Pool          No_Fence         None        0       7
## 1005         0 No_Pool          No_Fence         None        0       4
## 1006         0 No_Pool          No_Fence         None        0       6
## 1007         0 No_Pool          No_Fence         Shed      500      10
## 1008         0 No_Pool      Good_Privacy         None        0       9
## 1009         0 No_Pool          No_Fence         None        0      10
## 1010         0 No_Pool          No_Fence         None        0       4
## 1011         0 No_Pool          No_Fence         None        0       7
## 1012         0 No_Pool          No_Fence         None        0       6
## 1013         0 No_Pool          No_Fence         None        0       9
## 1016         0 No_Pool          No_Fence         None        0       7
## 1017         0 No_Pool   Minimum_Privacy         None        0      11
## 1018         0 No_Pool          No_Fence         None        0       6
## 1019         0 No_Pool      Good_Privacy         None        0       6
## 1020         0 No_Pool          No_Fence         None        0       7
## 1021         0 No_Pool          No_Fence         None        0       8
## 1022         0 No_Pool          No_Fence         None        0       3
## 1023         0 No_Pool          No_Fence         None        0       7
## 1024         0 No_Pool   Minimum_Privacy         None        0      11
## 1025         0 No_Pool          No_Fence         None        0       3
## 1026         0 No_Pool          No_Fence         None        0       3
## 1027         0 No_Pool          No_Fence         None        0       6
## 1029         0 No_Pool   Minimum_Privacy         None        0       5
## 1030         0 No_Pool         Good_Wood         None        0       4
## 1031         0 No_Pool          No_Fence         None        0       9
## 1032         0 No_Pool   Minimum_Privacy         None        0      11
## 1033         0 No_Pool      Good_Privacy         None        0       6
## 1034         0 No_Pool          No_Fence         None        0       6
## 1035         0 No_Pool          No_Fence         None        0       7
## 1036         0 No_Pool          No_Fence         None        0       9
## 1037         0 No_Pool          No_Fence         None        0       5
## 1038         0 No_Pool Minimum_Wood_Wire         None        0       4
## 1039         0 No_Pool          No_Fence         None        0       8
## 1040         0 No_Pool          No_Fence         None        0       2
## 1041         0 No_Pool          No_Fence         None        0      11
## 1042         0 No_Pool          No_Fence         None        0       4
## 1043         0 No_Pool          No_Fence         None        0       9
## 1044         0 No_Pool          No_Fence         None        0       7
## 1045         0 No_Pool          No_Fence         None        0       8
## 1046         0 No_Pool          No_Fence         None        0      12
## 1047         0 No_Pool          No_Fence         None        0      10
## 1048         0 No_Pool          No_Fence         None        0       5
## 1049         0 No_Pool          No_Fence         None        0       9
## 1050         0 No_Pool         Good_Wood         None        0      10
## 1051         0 No_Pool          No_Fence         None        0      11
## 1052         0 No_Pool          No_Fence         None        0       8
## 1054         0 No_Pool          No_Fence         None        0      11
## 1055         0 No_Pool          No_Fence         None        0       1
## 1056         0 No_Pool          No_Fence         None        0       1
## 1057         0 No_Pool          No_Fence         None        0       8
## 1058         0 No_Pool          No_Fence         None        0       5
## 1059         0 No_Pool          No_Fence         None        0      10
## 1060         0 No_Pool          No_Fence         None        0       6
## 1061         0 No_Pool          No_Fence         None        0       8
## 1062         0 No_Pool          No_Fence         None        0       6
## 1063         0 No_Pool          No_Fence         None        0       7
## 1065         0 No_Pool          No_Fence         None        0       3
## 1066         0 No_Pool          No_Fence         None        0       8
## 1067         0 No_Pool          No_Fence         None        0       6
## 1068         0 No_Pool          No_Fence         None        0       1
## 1069         0 No_Pool          No_Fence         None        0       7
## 1070         0 No_Pool          No_Fence         None        0      11
## 1071         0 No_Pool          No_Fence         None        0      10
## 1072         0 No_Pool          No_Fence         None        0       6
## 1073         0 No_Pool          No_Fence         None        0       4
## 1074         0 No_Pool          No_Fence         None        0       7
## 1075         0 No_Pool          No_Fence         None        0       6
## 1076         0 No_Pool          No_Fence         None        0       6
## 1077         0 No_Pool          No_Fence         None        0       2
## 1078         0 No_Pool          No_Fence         None        0      10
## 1079         0 No_Pool          No_Fence         None        0      10
## 1080         0 No_Pool          No_Fence         None        0       7
## 1081         0 No_Pool          No_Fence         None        0       8
## 1082         0 No_Pool          No_Fence         None        0       5
## 1083         0 No_Pool          No_Fence         None        0       5
## 1084         0 No_Pool          No_Fence         None        0       3
## 1085         0 No_Pool          No_Fence         None        0       3
## 1086         0 No_Pool          No_Fence         None        0       7
## 1087         0 No_Pool          No_Fence         None        0       4
## 1088         0 No_Pool          No_Fence         None        0       7
## 1089         0 No_Pool          No_Fence         None        0       7
## 1090         0 No_Pool          No_Fence         None        0       7
## 1091         0 No_Pool          No_Fence         None        0       5
## 1092         0 No_Pool          No_Fence         None        0      11
## 1093         0 No_Pool          No_Fence         None        0       5
## 1094         0 No_Pool          No_Fence         None        0       7
## 1095         0 No_Pool          No_Fence         None        0       2
## 1096         0 No_Pool          No_Fence         None        0       4
## 1097         0 No_Pool          No_Fence         None        0       5
## 1098         0 No_Pool          No_Fence         None        0       5
## 1099         0 No_Pool          No_Fence         None        0       9
## 1100         0 No_Pool          No_Fence         None        0       6
## 1101         0 No_Pool          No_Fence         None        0      12
## 1102         0 No_Pool          No_Fence         None        0       6
## 1103         0 No_Pool          No_Fence         None        0       7
## 1104         0 No_Pool          No_Fence         None        0       6
## 1105         0 No_Pool          No_Fence         None        0       6
## 1106         0 No_Pool          No_Fence         None        0       8
## 1107         0 No_Pool          No_Fence         None        0       8
## 1109         0 No_Pool          No_Fence         None        0       8
## 1110         0 No_Pool          No_Fence         None        0       8
## 1111         0 No_Pool          No_Fence         None        0       6
## 1112         0 No_Pool          No_Fence         None        0       1
## 1113         0 No_Pool          No_Fence         None        0       7
## 1114         0 No_Pool          No_Fence         None        0       5
## 1115         0 No_Pool          No_Fence         None        0       8
## 1116         0 No_Pool          No_Fence         None        0      10
## 1117         0 No_Pool          No_Fence         None        0       7
## 1118         0 No_Pool          No_Fence         None        0       7
## 1119         0 No_Pool          No_Fence         None        0       2
## 1120         0 No_Pool          No_Fence         None        0       8
## 1121         0 No_Pool          No_Fence         None        0       7
## 1122         0 No_Pool          No_Fence         None        0       5
## 1123         0 No_Pool          No_Fence         None        0      12
## 1124         0 No_Pool          No_Fence         None        0       2
## 1125         0 No_Pool          No_Fence         None        0       8
## 1126         0 No_Pool          No_Fence         None        0       7
## 1127         0 No_Pool          No_Fence         None        0       4
## 1128         0 No_Pool          No_Fence         None        0       5
## 1129         0 No_Pool          No_Fence         None        0       6
## 1130         0 No_Pool          No_Fence         None        0       4
## 1131         0 No_Pool          No_Fence         None        0       5
## 1132         0 No_Pool          No_Fence         None        0       4
## 1133         0 No_Pool          No_Fence         None        0       7
## 1134         0 No_Pool          No_Fence         None        0       7
## 1135         0 No_Pool          No_Fence         None        0       6
## 1136         0 No_Pool          No_Fence         None        0       6
## 1137         0 No_Pool          No_Fence         None        0       7
## 1138         0 No_Pool          No_Fence         None        0      12
## 1139         0 No_Pool          No_Fence         None        0       3
## 1140         0 No_Pool          No_Fence         None        0       4
## 1141         0 No_Pool          No_Fence         None        0      10
## 1142         0 No_Pool          No_Fence         None        0      10
## 1143         0 No_Pool          No_Fence         Shed     2000      11
## 1144         0 No_Pool          No_Fence         None        0       9
## 1145         0 No_Pool          No_Fence         None        0       5
## 1146         0 No_Pool         Good_Wood         None        0       6
## 1148         0 No_Pool          No_Fence         None        0       7
## 1149         0 No_Pool          No_Fence         None        0       3
## 1150         0 No_Pool   Minimum_Privacy         Shed      400       8
## 1151         0 No_Pool          No_Fence         None        0       9
## 1152         0 No_Pool          No_Fence         None        0       7
## 1153         0 No_Pool          No_Fence         None        0       4
## 1154         0 No_Pool          No_Fence         Shed      650       1
## 1155         0 No_Pool      Good_Privacy         None        0       5
## 1156         0 No_Pool          No_Fence         None        0       7
## 1157         0 No_Pool      Good_Privacy         None        0       7
## 1158         0 No_Pool          No_Fence         None        0       6
## 1159         0 No_Pool          No_Fence         None        0       6
## 1160         0 No_Pool          No_Fence         None        0       7
## 1161         0 No_Pool          No_Fence         None        0       3
## 1162         0 No_Pool          No_Fence         None        0       6
## 1163         0 No_Pool          No_Fence         None        0       5
## 1164         0 No_Pool          No_Fence         None        0       3
## 1165         0 No_Pool          No_Fence         None        0       2
## 1166         0 No_Pool          No_Fence         None        0       8
## 1167         0 No_Pool          No_Fence         None        0       4
## 1168         0 No_Pool          No_Fence         None        0       7
## 1169         0 No_Pool          No_Fence         None        0       7
## 1170         0 No_Pool          No_Fence         None        0       9
## 1171         0 No_Pool          No_Fence         None        0       6
## 1172         0 No_Pool          No_Fence         None        0       1
## 1173         0 No_Pool          No_Fence         None        0       3
## 1174         0 No_Pool          No_Fence         None        0       6
## 1175         0 No_Pool          No_Fence         None        0       6
## 1176         0 No_Pool          No_Fence         None        0      12
## 1177         0 No_Pool          No_Fence         None        0      12
## 1178         0 No_Pool          No_Fence         None        0       2
## 1179         0 No_Pool          No_Fence         None        0      12
## 1180         0 No_Pool          No_Fence         None        0       8
## 1182         0 No_Pool          No_Fence         None        0       6
## 1183         0 No_Pool          No_Fence         None        0       6
## 1185         0 No_Pool          No_Fence         None        0       4
## 1186         0 No_Pool   Minimum_Privacy         None        0       5
## 1187         0 No_Pool          No_Fence         None        0       5
## 1188         0 No_Pool         Good_Wood         None        0      10
## 1189         0 No_Pool          No_Fence         None        0      10
## 1190         0 No_Pool          No_Fence         Shed      450       8
## 1191         0 No_Pool          No_Fence         None        0       8
## 1192         0 No_Pool          No_Fence         None        0       6
## 1193         0 No_Pool          No_Fence         None        0       6
## 1194         0 No_Pool          No_Fence         None        0      12
## 1195         0 No_Pool          No_Fence         None        0       7
## 1196         0 No_Pool          No_Fence         None        0      11
## 1197         0 No_Pool          No_Fence         None        0      11
## 1198         0 No_Pool          No_Fence         None        0      11
## 1199         0 No_Pool          No_Fence         None        0       5
## 1200         0 No_Pool          No_Fence         None        0       7
## 1201         0 No_Pool          No_Fence         None        0       7
## 1202         0 No_Pool          No_Fence         None        0       7
## 1203         0 No_Pool          No_Fence         None        0       7
## 1204         0 No_Pool      Good_Privacy         None        0       4
## 1205         0 No_Pool         Good_Wood         None        0       3
## 1206         0 No_Pool          No_Fence         None        0       7
## 1207         0 No_Pool          No_Fence         None        0       4
## 1208         0 No_Pool   Minimum_Privacy         None        0      12
## 1209         0 No_Pool          No_Fence         None        0       7
## 1210         0 No_Pool      Good_Privacy         None        0       5
## 1211         0 No_Pool          No_Fence         None        0       7
## 1212         0 No_Pool   Minimum_Privacy         None        0       7
## 1213         0 No_Pool   Minimum_Privacy         None        0      10
## 1215         0 No_Pool          No_Fence         None        0       5
## 1216         0 No_Pool   Minimum_Privacy         None        0       8
## 1217         0 No_Pool          No_Fence         None        0      10
## 1218         0 No_Pool         Good_Wood         None        0       4
## 1219         0 No_Pool   Minimum_Privacy         None        0       8
## 1223         0 No_Pool          No_Fence         None        0       9
## 1224         0 No_Pool   Minimum_Privacy         None        0       2
## 1225         0 No_Pool          No_Fence         None        0       4
## 1226         0 No_Pool          No_Fence         None        0       9
## 1227         0 No_Pool   Minimum_Privacy         None        0      10
## 1228         0 No_Pool   Minimum_Privacy         None        0       6
## 1229         0 No_Pool      Good_Privacy         None        0       5
## 1230         0 No_Pool          No_Fence         None        0       6
## 1231         0 No_Pool         Good_Wood         None        0       9
## 1232         0 No_Pool      Good_Privacy         None        0       7
## 1233         0 No_Pool          No_Fence         None        0      12
## 1234         0 No_Pool   Minimum_Privacy         None        0       8
## 1235         0 No_Pool          No_Fence         None        0       7
## 1236         0 No_Pool          No_Fence         None        0       8
## 1237         0 No_Pool          No_Fence         None        0      10
## 1238         0 No_Pool          No_Fence         None        0       5
## 1239         0 No_Pool          No_Fence         None        0       6
## 1240         0 No_Pool          No_Fence         Shed     1400      11
## 1241         0 No_Pool          No_Fence         None        0       5
## 1242         0 No_Pool          No_Fence         None        0       5
## 1243         0 No_Pool          No_Fence         None        0       6
## 1244         0 No_Pool          No_Fence         None        0       6
## 1245         0 No_Pool          No_Fence         None        0       4
## 1246         0 No_Pool   Minimum_Privacy         None        0       5
## 1247         0 No_Pool          No_Fence         None        0       5
## 1248         0 No_Pool         Good_Wood         None        0       7
## 1249         0 No_Pool          No_Fence         Shed     1500       9
## 1250         0 No_Pool          No_Fence         None        0       6
## 1251         0 No_Pool          No_Fence         None        0       4
## 1253         0 No_Pool          No_Fence         None        0      10
## 1254         0 No_Pool          No_Fence         None        0       1
## 1255         0 No_Pool      Good_Privacy         None        0       8
## 1256         0 No_Pool          No_Fence         None        0       5
## 1257         0 No_Pool          No_Fence         None        0       4
## 1258         0 No_Pool          No_Fence         None        0       7
## 1259         0 No_Pool         Good_Wood         None        0       6
## 1260         0 No_Pool          No_Fence         None        0       8
## 1261         0 No_Pool          No_Fence         None        0       3
## 1262         0 No_Pool         Good_Wood         Shed      450       6
## 1264         0 No_Pool         Good_Wood         None        0       5
## 1265         0 No_Pool          No_Fence         None        0       6
## 1266         0 No_Pool          No_Fence         None        0      11
## 1267         0 No_Pool         Good_Wood         None        0      10
## 1268         0 No_Pool          No_Fence         None        0       2
## 1269         0 No_Pool          No_Fence         None        0       7
## 1270         0 No_Pool         Good_Wood         None        0       8
## 1271         0 No_Pool          No_Fence         None        0       5
## 1272         0 No_Pool          No_Fence         None        0      11
## 1273         0 No_Pool          No_Fence         None        0       6
## 1274         0 No_Pool         Good_Wood         None        0       9
## 1275         0 No_Pool         Good_Wood         None        0       6
## 1276         0 No_Pool          No_Fence         None        0       6
## 1277         0 No_Pool Minimum_Wood_Wire         None        0       4
## 1278         0 No_Pool          No_Fence         None        0      11
## 1279         0 No_Pool          No_Fence         None        0       3
## 1280         0 No_Pool          No_Fence         None        0       7
## 1281         0 No_Pool          No_Fence         None        0      10
## 1282         0 No_Pool          No_Fence         None        0       6
## 1283         0 No_Pool          No_Fence         None        0       5
## 1284         0 No_Pool          No_Fence         None        0      12
## 1286         0 No_Pool          No_Fence         None        0       6
## 1287         0 No_Pool          No_Fence         None        0       7
## 1288         0 No_Pool          No_Fence         None        0       1
## 1289         0 No_Pool   Minimum_Privacy         Shed     1150       6
## 1290         0 No_Pool   Minimum_Privacy         None        0       8
## 1291         0 No_Pool          No_Fence         None        0       6
## 1292         0 No_Pool          No_Fence         None        0       6
## 1293         0 No_Pool          No_Fence         None        0       6
## 1294         0 No_Pool          No_Fence         None        0       5
## 1295         0 No_Pool          No_Fence         None        0       6
## 1296         0 No_Pool          No_Fence         None        0       2
## 1298         0 No_Pool          No_Fence         None        0       9
## 1299         0 No_Pool          No_Fence         None        0       9
## 1300         0 No_Pool          No_Fence         None        0       4
## 1301         0 No_Pool         Good_Wood         None        0       5
## 1302         0 No_Pool          No_Fence         None        0       6
## 1303         0 No_Pool          No_Fence         None        0       3
## 1304         0 No_Pool          No_Fence         None        0       6
## 1305         0 No_Pool          No_Fence         None        0       8
## 1309         0 No_Pool          No_Fence         None        0       6
## 1310         0 No_Pool   Minimum_Privacy         None        0       3
## 1311         0 No_Pool          No_Fence         None        0       5
## 1312         0 No_Pool          No_Fence         None        0       5
## 1315         0 No_Pool          No_Fence         None        0       2
## 1316         0 No_Pool          No_Fence         None        0      10
## 1317         0 No_Pool          No_Fence         None        0       4
## 1318         0 No_Pool          No_Fence         None        0       6
## 1320         0 No_Pool          No_Fence         None        0       8
## 1323         0 No_Pool          No_Fence         None        0      12
## 1324         0 No_Pool          No_Fence         None        0       6
## 1325         0 No_Pool          No_Fence         None        0      11
## 1326         0 No_Pool          No_Fence         None        0      12
## 1327         0 No_Pool          No_Fence         None        0       5
## 1328         0 No_Pool      Good_Privacy         None        0       7
## 1331         0 No_Pool          No_Fence         None        0       7
## 1332         0 No_Pool          No_Fence         None        0       5
## 1333         0 No_Pool          No_Fence         None        0       5
## 1334         0 No_Pool   Minimum_Privacy         Shed      400       4
## 1335         0 No_Pool      Good_Privacy         None        0       7
## 1336         0 No_Pool          No_Fence         None        0       7
## 1337         0 No_Pool          No_Fence         None        0       7
## 1338         0 No_Pool      Good_Privacy         None        0       5
##      Year_Sold Sale_Type Sale_Condition Sale_Price Longitude Latitude
## 1         2010       WD          Normal     215000 -93.61975 42.05403
## 2         2010       WD          Normal     105000 -93.61976 42.05301
## 4         2010       WD          Normal     244000 -93.61732 42.05125
## 5         2010       WD          Normal     189900 -93.63893 42.06090
## 6         2010       WD          Normal     195500 -93.63893 42.06078
## 7         2010       WD          Normal     213500 -93.63379 42.06298
## 8         2010       WD          Normal     191500 -93.63383 42.06073
## 9         2010       WD          Normal     236500 -93.63285 42.06112
## 10        2010       WD          Normal     189000 -93.63907 42.05919
## 11        2010       WD          Normal     175900 -93.63695 42.05848
## 12        2010       WD          Normal     185000 -93.63595 42.05742
## 13        2010       WD          Normal     180400 -93.63865 42.05815
## 14        2010       WD          Normal     171500 -93.63463 42.05727
## 15        2010       WD          Normal     212000 -93.63291 42.05917
## 16        2010       WD          Normal     538000 -93.62655 42.06124
## 19        2010       WD          Normal     141000 -93.62297 42.05667
## 20        2010       WD          Normal     210000 -93.63666 42.05445
## 21        2010       COD         Normal     190000 -93.63396 42.05035
## 22        2010       WD          Family     170000 -93.63637 42.05027
## 23        2010       WD          Normal     216000 -93.63937 42.04930
## 24        2010       WD          Normal     149000 -93.62623 42.05515
## 25        2010       WD          Normal     149900 -93.62654 42.05459
## 26        2010       WD          Normal     142000 -93.62881 42.05523
## 27        2010       WD          Normal     126000 -93.62711 42.05340
## 29        2010       WD          Normal     184000 -93.62437 42.05532
## 30        2010       COD         Normal      96000 -93.62727 42.05183
## 31        2010       WD          Normal     105500 -93.62754 42.05168
## 32        2010       WD          Family      88000 -93.62728 42.05168
## 33        2010       WD          Normal     127500 -93.62723 42.04967
## 34        2010       WD          Normal     149900 -93.62592 42.05068
## 35        2010       WD          Normal     120000 -93.62597 42.05068
## 36        2010       WD          Normal     146000 -93.62585 42.04981
## 37        2010       New        Partial     376162 -93.65320 42.06235
## 38        2010       WD          Normal     306000 -93.65465 42.06211
## 39        2010       New        Partial     395192 -93.65373 42.06113
## 40        2010       New        Partial     290941 -93.65283 42.06129
## 41        2010       New        Partial     220000 -93.65271 42.06087
## 42        2010       WD          Normal     275000 -93.65332 42.06081
## 43        2010       WD          Normal     259000 -93.65234 42.06088
## 44        2010       WD          Normal     214000 -93.65231 42.06030
## 45        2010       New        Partial     611657 -93.65505 42.05962
## 46        2010       New        Partial     224000 -93.65044 42.05839
## 47        2010       WD          Normal     500000 -93.65607 42.05860
## 48        2010       WD          Normal     320000 -93.65485 42.05710
## 49        2010       WD          Normal     319900 -93.65412 42.05716
## 50        2010       WD          Normal     205000 -93.64945 42.05825
## 51        2010       WD          Normal     175500 -93.65101 42.05718
## 52        2010       WD          Normal     199500 -93.64436 42.06193
## 53        2010       WD          Normal     160000 -93.64163 42.06257
## 54        2010       WD          Normal     192000 -93.64225 42.06230
## 55        2010       WD          Normal     184500 -93.64408 42.06144
## 56        2010       WD          Normal     216500 -93.64149 42.06098
## 57        2010       WD          Normal     185088 -93.64245 42.06119
## 58        2010       WD          Normal     180000 -93.64132 42.06094
## 59        2010       WD          Normal     222500 -93.64134 42.05710
## 60        2010       WD          Normal     333168 -93.65138 42.05439
## 61        2010       WD          Normal     355000 -93.65233 42.05324
## 62        2010       WD          Normal     260400 -93.65421 42.05172
## 63        2010       WD          Normal     325000 -93.65362 42.05167
## 64        2010       WD          Normal     290000 -93.65036 42.05246
## 65        2010       WD          Normal     221000 -93.65058 42.05244
## 66        2010       WD          Normal     410000 -93.65297 42.05091
## 67        2010       WD          Normal     221500 -93.64237 42.05306
## 68        2010       New        Partial     204500 -93.64998 42.05183
## 70        2010       WD          Normal     262500 -93.64710 42.05008
## 71        2010       WD          Normal     254900 -93.64277 42.05235
## 72        2010       WD          Normal     271500 -93.64222 42.05143
## 73        2010       WD          Normal     233000 -93.69231 42.03625
## 74        2010       WD          Normal     181000 -93.69241 42.03611
## 75        2010       WD          Normal     205000 -93.68981 42.03603
## 76        2010       WD          Normal     143000 -93.68642 42.03548
## 77        2010       WD          Normal     189000 -93.68769 42.03666
## 78        2010       WD          Normal      99500 -93.68626 42.03459
## 79        2010       WD          Normal     125000 -93.68626 42.03470
## 81        2010       WD          Normal     152000 -93.68503 42.03455
## 82        2010       WD          Normal     171000 -93.68503 42.03468
## 83        2010       WD          Normal      67500 -93.67907 42.03608
## 84        2010       WD          Normal     112000 -93.67721 42.03654
## 85        2010       WD          Normal     148000 -93.67367 42.03479
## 86        2010       WD          Normal     138500 -93.67096 42.03569
## 87        2010       WD          Normal     122000 -93.67210 42.03486
## 88        2010       WD          Normal     133000 -93.67207 42.03457
## 89        2010       WD          Normal     127000 -93.66969 42.03533
## 91        2010       WD          Normal     190000 -93.64675 42.04825
## 92        2010       WD          Normal     362500 -93.65177 42.04682
## 93        2010       WD          Normal     285000 -93.65277 42.04577
## 94        2010       WD          Normal     260000 -93.64799 42.04745
## 95        2010       WD          Normal     190000 -93.64614 42.04809
## 96        2010     ConLD         Normal     155000 -93.64560 42.04857
## 97        2010       WD          Normal     151000 -93.64489 42.04790
## 98        2010       WD          Normal     149500 -93.64489 42.04788
## 99        2010       WD          Normal     152000 -93.64489 42.04778
## 100       2010       New        Partial     222000 -93.64689 42.04717
## 101       2010       WD          Normal     177500 -93.64561 42.04615
## 102       2010       WD          Normal     177000 -93.64558 42.04615
## 103       2010       WD          Normal     155000 -93.64548 42.04642
## 104       2010       WD          Normal     147110 -93.64548 42.04611
## 106       2010       WD          Normal     254000 -93.64356 42.04638
## 109       2010       WD          Normal     130500 -93.65921 42.03456
## 110       2010       WD          Normal     230000 -93.63952 42.04861
## 111       2010       WD          Normal     218500 -93.63335 42.04632
## 112       2010       WD          Normal     243500 -93.63688 42.04304
## 113       2010       WD          Normal     205000 -93.63746 42.04331
## 114       2010       WD          Normal     212500 -93.63753 42.04331
## 115       2010       WD          Normal     196500 -93.63779 42.04333
## 116       2010       WD          Normal     197500 -93.63143 42.04382
## 117       2010       WD          Normal     171000 -93.63255 42.04382
## 118       2010       WD          Normal     142250 -93.62614 42.04657
## 119       2010       WD          Normal     143000 -93.62593 42.04221
## 120       2010       WD          Normal     128950 -93.62338 42.04336
## 121       2010     ConLD         Normal     159000 -93.62694 42.03909
## 122       2010       WD          Normal     178900 -93.62754 42.03897
## 123       2010       COD         Family     136300 -93.62678 42.04033
## 124       2010       WD          Normal     180500 -93.62781 42.04115
## 125       2010       WD         Abnorml     137500 -93.62573 42.04039
## 127       2010       WD          Normal     142125 -93.62286 42.03921
## 128       2010       WD          Normal     197600 -93.62065 42.03921
## 129       2010       WD          Normal     172500 -93.62050 42.03854
## 130       2010       WD          Normal     116500 -93.62929 42.03526
## 132       2010       WD          Normal     128000 -93.62475 42.03594
## 133       2010       WD          Normal     153000 -93.62460 42.03610
## 134       2010       WD          Normal     132000 -93.62143 42.03742
## 135       2010       WD          Normal     178000 -93.61822 42.04849
## 136       2010       WD          Normal     154300 -93.61842 42.04594
## 137       2010       WD          Normal     180000 -93.61431 42.04951
## 138       2010       WD          Normal     190000 -93.61424 42.04745
## 139       2010       WD          Normal     135000 -93.61769 42.04489
## 140       2010       WD          Normal     214000 -93.61755 42.04398
## 141       2010       WD          Normal     136000 -93.61712 42.04291
## 142       2010       WD          Normal     165500 -93.61770 42.04308
## 143       2010       WD          Normal     145000 -93.61863 42.04485
## 144       2010       WD          Normal     148000 -93.61658 42.04397
## 145       2010       COD        Abnorml     142000 -93.61488 42.04405
## 146       2010       WD          Normal     167500 -93.61330 42.04418
## 147       2010       WD          Normal     108538 -93.61513 42.04488
## 148       2010       WD          Normal     159500 -93.61424 42.04359
## 149       2010       WD          Normal     108000 -93.61362 42.04231
## 150       2010       WD          Normal     135000 -93.61562 42.04040
## 151       2010       WD          Normal     122500 -93.61709 42.04137
## 152       2010       WD         Abnorml     119000 -93.61722 42.03851
## 153       2010       WD         Abnorml     109000 -93.61843 42.03984
## 154       2010       WD          Normal     105000 -93.61548 42.03844
## 155       2010       WD          Normal     107500 -93.61164 42.03852
## 156       2010       WD          Normal     144900 -93.61879 42.03825
## 157       2010       WD          Normal     129000 -93.61920 42.03813
## 158       2010       WD         Abnorml      97500 -93.62034 42.03587
## 159       2010       WD          Normal     144000 -93.61168 42.03721
## 160       2010       WD          Normal     162000 -93.60728 42.04008
## 162       2010       WD          Normal     132000 -93.61061 42.03587
## 163       2010       WD          Normal     154000 -93.60597 42.03594
## 164       2010       WD          Normal     166000 -93.60922 42.03476
## 165       2010       WD          Normal     134800 -93.60780 42.03485
## 166       2010       WD          Normal     160000 -93.60594 42.03475
## 167       2010       WD          Normal     148000 -93.60674 42.03485
## 168       2010       WD          Normal     192000 -93.60483 42.03687
## 169       2010       WD          Normal     155000 -93.60371 42.03709
## 170       2010       COD        Abnorml      80400 -93.61701 42.03331
## 171       2010       WD          Normal      96500 -93.61714 42.03213
## 172       2010       WD          Normal     109500 -93.62024 42.03136
## 173       2010       WD          Normal     115000 -93.62024 42.03138
## 174       2010       WD          Normal     143000 -93.61791 42.03038
## 175       2010       WD          Normal     107400 -93.61400 42.03328
## 176       2010       WD          Normal      80000 -93.61543 42.03364
## 177       2010       WD         Abnorml     119000 -93.61545 42.03239
## 178       2010       WD          Normal     130000 -93.60895 42.03128
## 179       2010       WD          Normal     119000 -93.60908 42.03031
## 180       2010       WD          Normal     129000 -93.61047 42.03038
## 181       2010       WD          Normal     100000 -93.61047 42.03047
## 183       2010       WD          Normal     105900 -93.60679 42.03033
## 184       2010       WD         Abnorml     150000 -93.61689 42.02810
## 185       2010       WD          Normal     139000 -93.61059 42.02915
## 186       2010       WD          Normal     240000 -93.61221 42.02815
## 188       2010       WD          Normal     149700 -93.60825 42.03005
## 189       2010       WD          Normal     125500 -93.60724 42.02816
## 190       2010       WD          Normal     122500 -93.60875 42.02916
## 191       2010       WD          Normal     140750 -93.60709 42.02817
## 192       2010       WD          Normal     128500 -93.62574 42.03364
## 193       2010       WD          Normal     209500 -93.62583 42.03019
## 194       2010       WD          Normal      87000 -93.62559 42.03362
## 195       2010       WD         Abnorml     134000 -93.62457 42.03356
## 196       2010       WD          Normal     128000 -93.62260 42.03360
## 197       2010       WD          Normal     132000 -93.62352 42.03366
## 198       2010       WD          Normal     139900 -93.62245 42.03363
## 199       2010       WD          Normal     123900 -93.62348 42.03156
## 200       2010       WD          Normal     138400 -93.62148 42.03134
## 201       2010       WD          Normal     109500 -93.62041 42.03230
## 202       2010       WD          Normal     140000 -93.62338 42.02799
## 203       2010       WD          Normal     149500 -93.62167 42.02889
## 204       2010       WD          Normal     159900 -93.62184 42.02887
## 205       2010       WD          Normal     122000 -93.62163 42.02691
## 208       2010       WD          Normal     140000 -93.62039 42.02674
## 209       2010       COD         Normal     244400 -93.65623 42.03345
## 210       2010       WD          Normal     173000 -93.65554 42.03243
## 212       2010     ConLD         Normal     100000 -93.65692 42.02675
## 213       2010       WD          Normal      95000 -93.65808 42.02616
## 215       2010       COD         Normal     114900 -93.65585 42.02282
## 216       2010       WD          Normal      94000 -93.67204 42.03445
## 217       2010       WD          Normal     136000 -93.67102 42.03339
## 218       2010       WD          Normal     136500 -93.67108 42.03339
## 219       2010       WD          Normal     131500 -93.67340 42.03301
## 220       2010       WD          Normal     121500 -93.67238 42.03237
## 221       2010       WD          Normal     125000 -93.67814 42.02987
## 222       2010       WD          Normal     154000 -93.67666 42.03069
## 223       2010       WD          Normal     137900 -93.67799 42.02992
## 224       2010       WD          Normal     158000 -93.67665 42.02973
## 225       2010       WD          Normal     137250 -93.67667 42.03052
## 226       2010       WD          Normal     160250 -93.67151 42.03119
## 227       2010       WD          Normal     163000 -93.67356 42.03136
## 228       2010       WD         Abnorml     158900 -93.67252 42.03128
## 229       2010       WD          Normal     328000 -93.67050 42.03008
## 230       2010       WD          Normal     270000 -93.67011 42.03009
## 231       2010       WD          Normal      85000 -93.66362 42.03387
## 232       2010       WD          Normal     128000 -93.66838 42.03216
## 234       2010       WD          Normal     230000 -93.67504 42.02467
## 235       2010       WD          Normal     124000 -93.67118 42.02308
## 236       2010       COD        Abnorml      83000 -93.66276 42.02823
## 237       2010       WD          Normal     144500 -93.66357 42.02653
## 238       2010       WD          Normal     129000 -93.66771 42.02421
## 239       2010       WD          Normal     127000 -93.66526 42.02517
## 240       2010       WD          Normal     128000 -93.66610 42.02526
## 241       2010       WD          Normal     186000 -93.66589 42.02475
## 243       2010       COD         Normal     114000 -93.66337 42.02502
## 244       2010       WD         Abnorml      84900 -93.65981 42.02416
## 245       2010       WD          Normal     178000 -93.68500 42.03374
## 246       2010       WD          Normal     270000 -93.68599 42.03208
## 247       2010       WD          Normal     218000 -93.68317 42.03378
## 248       2010       WD          Normal     236000 -93.68203 42.03068
## 249       2010       WD          Normal     147000 -93.68016 42.03112
## 250       2010       WD          Normal     245350 -93.69019 42.02575
## 251       2010       WD          Normal     206000 -93.69127 42.02461
## 252       2010       WD          Normal     198900 -93.69245 42.02460
## 253       2010       WD          Normal     187000 -93.69252 42.02460
## 254       2010       WD          Normal     320000 -93.68329 42.03060
## 255       2010       WD          Normal     138500 -93.68018 42.02985
## 256       2010       WD          Normal     155000 -93.68214 42.02432
## 257       2010       WD          Normal     159000 -93.69188 42.02132
## 258       2010       WD          Normal     191000 -93.69054 42.01841
## 259       2010       WD          Normal     200500 -93.68826 42.01867
## 260       2010       WD          Normal     150000 -93.68773 42.02219
## 261       2010       WD          Normal     161750 -93.68781 42.02204
## 262       2010       WD          Normal     128200 -93.68775 42.02139
## 263       2010       WD          Normal     127000 -93.68373 42.02113
## 264       2010       WD          Normal     318000 -93.68786 42.01866
## 265       2010       WD          Normal     272000 -93.68552 42.01907
## 266       2010       WD          Normal     237000 -93.68776 42.01612
## 267       2010       WD          Normal     240000 -93.68086 42.01872
## 268       2010       WD          Normal     224900 -93.68269 42.01775
## 269       2010       WD          Normal     143750 -93.68123 42.01628
## 270       2010       WD          Normal     143000 -93.68370 42.01625
## 271       2010       WD          Normal     232000 -93.68792 42.01404
## 272       2010       WD          Normal     213000 -93.68402 42.01409
## 273       2010       WD          Normal     185500 -93.68596 42.01402
## 274       2010     ConLD         Normal      84900 -93.67833 42.02036
## 277       2010       WD          Normal     144000 -93.67754 42.02063
## 278       2010       WD         Abnorml      64000 -93.67637 42.02116
## 279       2010       WD          Normal     125200 -93.67527 42.02031
## 280       2010       WD         Abnorml     107000 -93.67517 42.01985
## 281       2010       WD          Normal      90000 -93.66634 42.01963
## 282       2010       WD          Normal     140000 -93.66751 42.02020
## 283       2010       WD          Normal     113000 -93.66484 42.02179
## 285       2010       WD          Normal     144500 -93.66194 42.01773
## 286       2010       WD          Normal     104000 -93.65576 42.02267
## 287       2010       WD          Normal     128000 -93.65565 42.02270
## 288       2010       WD          Normal      58500 -93.65672 42.02209
## 289       2010       WD          Normal     127000 -93.65032 42.01774
## 290       2010       WD          Normal     126000 -93.65144 42.01780
## 293       2010       WD          Normal     169000 -93.64668 42.01909
## 294       2010       WD          Normal     257500 -93.64004 42.01623
## 295       2010       WD          Normal     215000 -93.63978 42.01494
## 296       2010       WD          Normal     266500 -93.64279 42.01468
## 297       2010       WD          Normal     335000 -93.63968 42.01100
## 298       2010       WD          Normal     203135 -93.64501 42.01061
## 299       2010       WD          Normal     185000 -93.64570 42.00935
## 300       2010       WD          Normal     162500 -93.64573 42.00934
## 301       2010       WD          Normal     289000 -93.64168 42.01080
## 302       2010       WD          Normal     125500 -93.62529 42.02277
## 304       2010       COD         Normal     110000 -93.62669 42.02147
## 305       2010       COD        Abnorml      68400 -93.61527 42.02146
## 306       2010       WD         Abnorml     102776 -93.60659 42.02265
## 307       2010       WD          Alloca      55993 -93.60827 42.02133
## 308       2010       WD          Alloca      50138 -93.60775 42.02152
## 309       2010       WD          Normal     246000 -93.61599 42.00869
## 310       2010       WD          Normal     254900 -93.60495 41.99706
## 311       2010       WD          Normal     190000 -93.60282 41.99705
## 312       2010       WD          Normal     201000 -93.60397 41.99607
## 313       2010       WD          Normal     169900 -93.60080 41.99478
## 314       2010     ConLD         Normal     170000 -93.60200 41.99401
## 315       2010       WD          Normal     160000 -93.65789 41.99774
## 316       2010       WD          Normal     220000 -93.64920 41.99535
## 317       2010       New        Partial     179781 -93.64920 41.99528
## 318       2010       WD          Normal     174000 -93.64910 41.99428
## 319       2010       New        Partial     269500 -93.64947 41.99353
## 320       2010       WD          Normal     214900 -93.64764 41.99549
## 321       2010       WD          Normal     202900 -93.64681 41.99435
## 322       2010       WD          Normal     378500 -93.65250 41.99299
## 323       2010       WD          Normal     169000 -93.60743 41.99321
## 324       2010       WD          Normal     173500 -93.60837 41.99093
## 325       2010       WD          Normal     139000 -93.60762 41.99325
## 326       2010       WD          Normal     166500 -93.60822 41.99100
## 327       2010       WD          Normal      83500 -93.60359 41.99186
## 328       2010       WD          Normal     119500 -93.60432 41.99176
## 329       2010       WD          Normal      85000 -93.60443 41.99188
## 330       2010       WD          Normal      76000 -93.60344 41.99221
## 331       2010       WD          Normal      75500 -93.60359 41.99212
## 332       2010       WD          Normal      88250 -93.60181 41.99170
## 333       2010       WD          Normal      85500 -93.60340 41.99182
## 334       2010     ConLD         Normal     130000 -93.60145 41.99156
## 335       2010       WD          Normal     157900 -93.60686 41.98873
## 336       2010       WD          Normal     149900 -93.60354 41.98894
## 338       2010       WD          Normal     136000 -93.60058 41.98665
## 339       2010       WD          Normal     161000 -93.59979 41.99130
## 340       2010       WD          Normal     285000 -93.60001 41.98985
## 341       2010       WD          Normal     231000 -93.60015 41.98918
## 342       2009       WD          Normal     124500 -93.61890 42.05304
## 343       2009       WD          Normal     157000 -93.61956 42.05139
## 344       2009       WD          Normal     345000 -93.61552 42.04932
## 345       2009       WD          Normal     189500 -93.63939 42.05996
## 346       2009       WD          Normal     270000 -93.63992 42.06329
## 347       2009       WD          Normal     189000 -93.63640 42.06090
## 348       2009       WD          Normal     377500 -93.63584 42.06296
## 349       2009       WD          Normal     168500 -93.63744 42.06060
## 350       2009       WD          Normal     375000 -93.63426 42.06290
## 351       2009       WD          Normal     278000 -93.63374 42.06198
## 352       2009       WD          Normal     240000 -93.63355 42.06163
## 353       2009       WD          Normal     239500 -93.63302 42.06118
## 354       2009       WD          Normal     177500 -93.63921 42.05928
## 355       2009       WD          Normal     185000 -93.63907 42.05913
## 356       2009       WD          Normal     191000 -93.63907 42.05916
## 357       2009       WD          Normal     178000 -93.63696 42.05827
## 358       2009       WD          Normal     185000 -93.63705 42.05806
## 359       2009       WD          Normal     181316 -93.63767 42.05965
## 360       2009       WD          Normal     166000 -93.63582 42.05819
## 361       2009       WD          Normal     178000 -93.63575 42.05793
## 362       2009       WD          Normal     174000 -93.63682 42.05817
## 363       2009       WD          Normal     173000 -93.63605 42.05785
## 364       2009       WD          Normal     225000 -93.63932 42.05820
## 365       2009       WD          Normal     180500 -93.63464 42.05875
## 366       2009       COD        Abnorml     187500 -93.63325 42.05924
## 367       2009       New        Partial     501837 -93.62775 42.06027
## 368       2009       New        Partial     372500 -93.62864 42.05982
## 369       2009       WD          Normal     260000 -93.62936 42.05844
## 370       2009       WD          Normal     185000 -93.62398 42.05680
## 371       2009       WD          Normal     260000 -93.63734 42.05353
## 372       2009       WD          Normal     181000 -93.63651 42.05541
## 373       2009       WD          Family      82500 -93.63506 42.05508
## 374       2009       WD          Normal     215000 -93.63242 42.05557
## 376       2009       WD          Normal     200000 -93.63745 42.05251
## 377       2009       WD          Normal     249000 -93.63837 42.05210
## 378       2009       WD          Normal     187500 -93.63421 42.05272
## 379       2009       WD          Normal     184000 -93.63704 42.05288
## 381       2009       COD        Abnorml     157000 -93.63729 42.05035
## 382       2009       WD          Family     152000 -93.63469 42.04965
## 383       2009       WD          Normal     197500 -93.63592 42.04939
## 384       2009       WD          Normal     240900 -93.63952 42.04911
## 385       2009       New        Partial     263435 -93.63951 42.05162
## 387       2009       WD          Normal     235000 -93.63937 42.04941
## 388       2009       WD          Normal     213000 -93.63291 42.05317
## 389       2009       WD          Normal     167900 -93.63218 42.05235
## 390       2009       WD          Normal     158000 -93.63025 42.05245
## 391       2009       WD          Normal     165000 -93.63143 42.05267
## 392       2009       COD        Abnorml     158000 -93.63179 42.04891
## 393       2009       WD          Normal     136000 -93.62586 42.05640
## 394       2009       WD          Normal     148500 -93.62655 42.05463
## 395       2009       WD          Normal     156000 -93.62871 42.05523
## 396       2009       COD         Normal     128000 -93.62660 42.05518
## 397       2009       WD          Normal     143000 -93.62655 42.05515
## 398       2009       WD         Abnorml      76500 -93.62704 42.05337
## 399       2009       WD          Normal     120500 -93.62566 42.05331
## 400       2009       WD          Normal     124500 -93.62554 42.05331
## 401       2009       WD         Abnorml      97000 -93.62350 42.05644
## 402       2009       WD          Normal     130000 -93.62233 42.05646
## 403       2009       WD          Normal     111000 -93.62740 42.05276
## 404       2009       WD          Normal     125000 -93.62812 42.05234
## 405       2009       COD        Abnorml     112000 -93.62757 42.05168
## 406       2009       WD          Normal      97000 -93.62946 42.05166
## 407       2009       WD          Normal     118000 -93.62985 42.05182
## 408       2009       WD          Normal     119500 -93.62988 42.05182
## 409       2009       WD          Normal     143750 -93.62724 42.05062
## 410       2009       WD          Normal     146000 -93.62473 42.05071
## 411       2009       WD          Normal     148500 -93.62475 42.05071
## 412       2009       WD          Normal     123000 -93.62595 42.05068
## 413       2009       WD          Normal     147000 -93.62592 42.05053
## 414       2009       WD          Normal     137900 -93.62585 42.05021
## 415       2009       WD          Normal     147000 -93.62569 42.05009
## 416       2009       WD          Normal     148500 -93.62569 42.05013
## 417       2009       WD          Normal     138000 -93.62570 42.05022
## 418       2009       WD          Normal     128500 -93.62571 42.05040
## 419       2009       WD          Normal     100000 -93.62560 42.04889
## 420       2009       WD          Normal     148800 -93.62652 42.04849
## 421       2009       WD          Normal     337500 -93.65888 42.06231
## 422       2009       WD          Normal     462000 -93.65627 42.06330
## 423       2009       New        Partial     485000 -93.65272 42.06303
## 424       2009       WD          Normal     555000 -93.65783 42.06190
## 425       2009       WD          Normal     325000 -93.65748 42.06128
## 426       2009       WD          Normal     256300 -93.65424 42.06299
## 427       2009       New        Partial     253293 -93.65414 42.06299
## 428       2009       New        Partial     398800 -93.65395 42.06299
## 429       2009       WD          Normal     335000 -93.65286 42.06294
## 430       2009       WD          Normal     404000 -93.65444 42.06226
## 431       2009       New        Partial     402861 -93.65457 42.06226
## 434       2009       New        Partial     582933 -93.65705 42.06240
## 435       2009       WD          Normal     360000 -93.65444 42.06211
## 436       2009       WD          Normal     296000 -93.65885 42.06093
## 437       2009       WD          Family     409900 -93.65674 42.06035
## 438       2009       WD          Normal     255500 -93.65315 42.06138
## 440       2009       WD          Normal     274900 -93.65472 42.06058
## 441       2009       WD          Normal     300000 -93.65476 42.06058
## 442       2009       WD          Normal     324000 -93.65208 42.06168
## 443       2009       WD          Normal     350000 -93.65465 42.06043
## 444       2009       WD          Normal     280000 -93.65272 42.06018
## 445       2009       WD          Normal     284000 -93.65413 42.05991
## 446       2009       WD          Normal     269500 -93.65478 42.05990
## 447       2009       New        Partial     233170 -93.64377 42.06140
## 448       2009       WD          Normal     386250 -93.65604 42.05924
## 449       2009       WD          Normal     445000 -93.65486 42.05878
## 450       2009       WD          Normal     290000 -93.65452 42.05889
## 451       2009       WD          Normal     255900 -93.65048 42.05920
## 452       2009       WD          Normal     213000 -93.64978 42.05918
## 453       2009       WD          Normal     196000 -93.64974 42.05918
## 454       2009       WD          Normal     184500 -93.64972 42.05918
## 455       2009       WD          Normal     212500 -93.65026 42.05834
## 456       2009       WD          Normal     230000 -93.65024 42.05834
## 457       2009       WD         Abnorml     552000 -93.65548 42.05718
## 458       2009       WD          Normal     382500 -93.65524 42.05851
## 459       2009       New        Partial     320000 -93.65420 42.05716
## 460       2009       WD          Normal     248500 -93.65421 42.05709
## 461       2009       WD          Normal     286500 -93.65440 42.05702
## 462       2009       WD          Normal     254000 -93.65148 42.05698
## 463       2009       WD          Normal     173000 -93.65101 42.05728
## 464       2009       WD          Normal     173000 -93.65024 42.05747
## 465       2009       WD          Normal     184000 -93.64575 42.06232
## 466       2009       WD          Normal     167800 -93.64466 42.06318
## 467       2009       WD          Normal     174000 -93.64446 42.06206
## 468       2009       WD          Normal     174000 -93.64563 42.06240
## 469       2009       WD          Normal     174000 -93.64156 42.06256
## 470       2009       WD          Normal     175900 -93.64151 42.06256
## 471       2009       WD          Normal     192500 -93.64209 42.06230
## 472       2009       WD          Normal     181000 -93.64260 42.06227
## 473       2009       WD          Normal     180000 -93.64291 42.06208
## 474       2009       WD          Normal     160200 -93.64291 42.06209
## 475       2009       WD          Normal     188500 -93.64275 42.06156
## 477       2009       WD          Normal     170000 -93.64411 42.06174
## 478       2009       WD          Normal     189500 -93.64177 42.06115
## 479       2009       WD          Normal     184100 -93.64149 42.06111
## 480       2009       WD          Normal     195500 -93.64263 42.06166
## 481       2009       WD          Normal     192000 -93.64005 42.06137
## 482       2009       WD          Normal     178000 -93.64007 42.06328
## 484       2009       WD          Normal     236000 -93.64281 42.05859
## 485       2009       WD          Normal     257500 -93.64293 42.05948
## 486       2009       WD          Normal     244000 -93.64192 42.05907
## 487       2009       WD          Normal     167000 -93.64425 42.05960
## 488       2009       WD          Normal     179000 -93.64138 42.05784
## 489       2009       WD          Normal     190000 -93.64131 42.05783
## 490       2009       WD          Normal     156000 -93.64130 42.05783
## 492       2009       WD          Normal     181000 -93.64140 42.05709
## 494       2009       WD          Normal     168000 -93.64088 42.05867
## 495       2009       WD          Normal     337000 -93.65429 42.05375
## 496       2009       WD          Normal     403000 -93.65716 42.05391
## 497       2009       WD          Normal     327000 -93.65096 42.05563
## 498       2009       WD          Normal     340000 -93.65261 42.05344
## 499       2009       WD          Normal     336000 -93.65238 42.05304
## 500       2009       WD          Normal     265000 -93.65556 42.05267
## 501       2009       WD          Normal     315000 -93.65599 42.05041
## 502       2009       WD          Normal     260000 -93.65405 42.04970
## 503       2009       WD          Normal     260000 -93.65150 42.05161
## 504       2009       WD          Normal     263550 -93.65212 42.05022
## 505       2009       WD          Normal     402000 -93.65053 42.04992
## 506       2009       WD          Normal     248000 -93.65082 42.05097
## 507       2009       New        Partial     244600 -93.64412 42.05428
## 508       2009       WD          Normal     275000 -93.64247 42.05504
## 509       2009       WD          Normal     257500 -93.64255 42.05430
## 510       2009       New        Partial     287090 -93.64394 42.05415
## 511       2009       WD          Normal     275500 -93.64258 42.05415
## 512       2009       WD          Normal     245000 -93.64236 42.05321
## 513       2009       WD          Normal     253000 -93.64125 42.05326
## 515       2009       New        Partial     252678 -93.65032 42.05180
## 516       2009       WD          Normal     210000 -93.65040 42.05180
## 517       2009       New        Partial     208300 -93.65044 42.05179
## 518       2009       New        Partial     225000 -93.65042 42.05165
## 519       2009       New        Partial     229456 -93.65038 42.05165
## 520       2009       WD          Normal     229800 -93.65034 42.05165
## 521       2009       WD          Normal     250000 -93.64827 42.05041
## 522       2009       New        Partial     370878 -93.64881 42.05172
## 523       2009       WD          Normal     238500 -93.64878 42.05179
## 524       2009       WD          Normal     310000 -93.64300 42.05234
## 525       2009       WD          Normal     270000 -93.64287 42.05235
## 526       2009       WD          Normal     252000 -93.64384 42.05213
## 527       2009       WD          Normal     241000 -93.64247 42.05142
## 528       2009       New        Partial     264500 -93.64375 42.05138
## 529       2009       WD          Normal     291000 -93.64085 42.05212
## 530       2009       WD          Normal     263000 -93.64175 42.05141
## 531       2009       WD          Normal     185000 -93.64313 42.05125
## 532       2009       WD          Normal     234500 -93.64150 42.05125
## 533       2009       WD          Normal     209000 -93.63983 42.05089
## 534       2009       WD          Normal     159000 -93.69153 42.03756
## 535       2009       WD          Normal     152000 -93.69202 42.03761
## 536       2009       WD          Normal     143500 -93.69247 42.03766
## 537       2009       WD          Normal     193000 -93.69143 42.03600
## 538       2009       WD          Normal     203000 -93.69151 42.03601
## 539       2009       WD          Normal     184900 -93.69171 42.03528
## 540       2009       WD          Normal     159000 -93.69187 42.03792
## 541       2009       WD          Normal     142000 -93.69107 42.03813
## 542       2009       WD          Normal     153000 -93.69016 42.03776
## 543       2009       New        Partial     224243 -93.69040 42.03743
## 544       2009       WD          Normal     220000 -93.68914 42.03685
## 545       2009       COD        Abnorml     257000 -93.69139 42.03607
## 546       2009       WD          Normal     189000 -93.68880 42.03690
## 547       2009       WD          Normal     171500 -93.68784 42.03658
## 548       2009       WD          Normal     120000 -93.68626 42.03453
## 549       2009       WD          Normal     145000 -93.68627 42.03552
## 550       2009       WD          Normal     184000 -93.68780 42.03761
## 551       2009       WD          Normal     162000 -93.68504 42.03597
## 552       2009       WD          Normal     160000 -93.68396 42.03576
## 553       2009       WD          Normal      82000 -93.67908 42.03654
## 554       2009       WD          Normal      76000 -93.68020 42.03529
## 555       2009       WD          Normal     110000 -93.67636 42.03581
## 556       2009       WD          Normal     135000 -93.67701 42.03475
## 557       2009       WD          Normal     141000 -93.67405 42.03462
## 558       2009       WD          Normal     122000 -93.67572 42.03529
## 560       2009       WD          Normal     129000 -93.66954 42.03533
## 561       2009       WD          Normal     131400 -93.67352 42.03460
## 562       2009       WD          Normal      62383 -93.66971 42.03460
## 563       2009       WD          Normal     123000 -93.66984 42.03458
## 564       2009       WD          Normal     275000 -93.66033 42.03724
## 565       2009       WD          Normal     235000 -93.65033 42.04767
## 566       2009       WD          Normal     280750 -93.64777 42.04763
## 567       2009       New        Partial     164500 -93.64632 42.04842
## 568       2009       New        Partial     173733 -93.64634 42.04849
## 569       2009       New        Partial     222000 -93.64704 42.04734
## 570       2009       WD          Normal     195000 -93.64692 42.04725
## 571       2009       WD          Normal     172500 -93.64420 42.04710
## 572       2009       WD          Normal     180000 -93.64566 42.04614
## 573       2009       WD          Normal     156000 -93.64548 42.04642
## 574       2009       WD         Abnorml     172500 -93.64180 42.04717
## 575       2009       WD          Normal     318750 -93.64592 42.04378
## 577       2009       WD          Normal     241600 -93.64806 42.04355
## 578       2009       WD         Abnorml     180500 -93.64555 42.04302
## 579       2009       WD          Normal     150000 -93.65921 42.03451
## 580       2009       WD          Normal     154000 -93.63534 42.04771
## 581       2009       WD          Normal     185000 -93.63463 42.04801
## 582       2009       WD          Normal     185750 -93.63480 42.04896
## 583       2009       WD          Normal     200000 -93.63197 42.04876
## 584       2009       WD          Normal     206000 -93.63188 42.04876
## 585       2009       WD          Normal     162000 -93.63152 42.04765
## 586       2009       WD          Normal     256900 -93.63316 42.04648
## 587       2009       WD          Normal     197900 -93.63185 42.04648
## 588       2009       WD          Normal     163000 -93.63254 42.04581
## 589       2009       WD         Abnorml     113000 -93.63282 42.04580
## 590       2009       WD          Normal     230000 -93.63796 42.04324
## 591       2009       WD          Normal     167900 -93.63791 42.04384
## 592       2009       WD          Normal     213250 -93.63265 42.04367
## 593       2009       WD          Normal     227000 -93.63190 42.04469
## 594       2009       WD          Normal     130000 -93.62890 42.04880
## 595       2009       COD         Normal     143000 -93.62705 42.04671
## 596       2009       WD          Normal     117500 -93.62461 42.04664
## 597       2009       COD        Abnorml     168500 -93.63071 42.04482
## 598       2009       WD          Normal     172500 -93.62742 42.04393
## 599       2009       WD          Normal     161500 -93.62578 42.04315
## 600       2009       WD          Normal     141500 -93.62299 42.04313
## 601       2009       WD          Normal     118000 -93.62247 42.04224
## 603       2009       WD          Normal     140000 -93.62264 42.04477
## 604       2009       WD          Normal     177625 -93.62248 42.04493
## 605       2009       COD        Abnorml     110000 -93.62341 42.04488
## 606       2009       WD          Normal     167000 -93.62941 42.04064
## 607       2009       WD          Normal     153000 -93.62866 42.03849
## 608       2009       COD        Abnorml     145100 -93.62731 42.04073
## 609       2009       WD          Normal     154000 -93.62784 42.04001
## 610       2009       WD          Normal     177500 -93.62798 42.03990
## 611       2009       WD          Normal     158000 -93.62698 42.04089
## 612       2009       WD          Normal     124500 -93.62458 42.04110
## 613       2009       WD          Normal     174500 -93.62269 42.03946
## 614       2009       WD          Normal     122000 -93.62170 42.03860
## 615       2009       WD          Normal      82500 -93.62950 42.03549
## 616       2009       WD          Normal     110000 -93.62919 42.03544
## 617       2009       WD          Normal     149500 -93.62563 42.03464
## 619       2009       WD          Normal     167000 -93.62371 42.03474
## 620       2009       WD          Normal     128900 -93.62461 42.03745
## 621       2009       WD          Normal     140000 -93.62264 42.03595
## 622       2009       WD          Normal     147000 -93.62249 42.03618
## 623       2009       WD          Normal     124000 -93.61967 42.04931
## 624       2009       WD          Normal     187500 -93.61796 42.04829
## 625       2009       WD          Normal     159000 -93.61569 42.04683
## 626       2009       WD          Normal     256000 -93.61560 42.04861
## 627       2009       WD          Normal     205000 -93.61556 42.04872
## 628       2009       WD          Normal     193500 -93.61462 42.04806
## 630       2009       WD          Normal     104900 -93.61903 42.04489
## 631       2009       WD          Normal     150000 -93.61878 42.04397
## 632       2009       WD          Normal     156500 -93.61864 42.04413
## 633       2009       WD          Normal     176000 -93.61488 42.04399
## 634       2009       WD          Normal     149500 -93.61643 42.04408
## 635       2009       WD          Normal     139000 -93.61475 42.04547
## 636       2009       WD          Normal     155000 -93.61406 42.04491
## 637       2009       COD        Abnorml     120000 -93.61477 42.04297
## 638       2009       WD          Normal     153000 -93.61588 42.04223
## 639       2009       WD          Family     144000 -93.61454 42.04324
## 640       2009       WD          Normal     176000 -93.62002 42.04093
## 641       2009       WD          Normal     153000 -93.61848 42.04086
## 642       2009       WD          Normal     135000 -93.61655 42.04046
## 643       2009       WD          Normal     131000 -93.61855 42.03967
## 644       2009       WD          Normal     123000 -93.61904 42.03853
## 645       2009       WD          Normal     126000 -93.61722 42.03836
## 646       2009       WD          Normal     115000 -93.61240 42.03840
## 647       2009       WD          Normal     164900 -93.61721 42.03712
## 648       2009       WD          Normal     113000 -93.61679 42.03722
## 649       2009       WD          Normal     145500 -93.61861 42.03492
## 650       2009     ConLD         Normal     102900 -93.61861 42.03469
## 652       2009       WD          Normal     152500 -93.62034 42.03622
## 653       2009       WD          Normal     129900 -93.61719 42.03583
## 654       2009       WD          Normal     132000 -93.61718 42.03475
## 655       2009       WD          Normal      99900 -93.61462 42.03807
## 656       2009       WD          Normal     135000 -93.61442 42.03768
## 657       2009       WD          Normal     149000 -93.61239 42.03714
## 658       2009       WD          Normal     114000 -93.61224 42.03733
## 659       2009       WD          Normal     109500 -93.61405 42.03601
## 660       2009       WD          Normal     125000 -93.61547 42.03600
## 661       2009       WD          Normal     142900 -93.61405 42.03467
## 662       2009       WD          Normal     156500 -93.61390 42.03457
## 663       2009       WD          Normal      59000 -93.61174 42.03476
## 665       2009       WD          Normal     106000 -93.61225 42.03526
## 666       2009       WD          Normal      78500 -93.61225 42.03528
## 667       2009       WD          Normal     190000 -93.61035 42.04179
## 668       2009       WD          Normal     154000 -93.60765 42.04015
## 669       2009       WD          Normal     163000 -93.61059 42.04030
## 670       2009       WD          Normal     200000 -93.61065 42.04124
## 671       2009       WD          Normal     143500 -93.60820 42.03851
## 672       2009       WD          Normal     135000 -93.60893 42.03835
## 673       2009       WD          Normal     153000 -93.60923 42.03905
## 674       2009       WD          Normal     157500 -93.60657 42.04077
## 675       2009       WD          Normal     113500 -93.60552 42.03881
## 678       2009       COD        Abnorml     128500 -93.61061 42.03579
## 680       2009       WD          Normal     138000 -93.60891 42.03723
## 681       2009       WD          Normal     128000 -93.60689 42.03602
## 682       2009       COD        Abnorml     139000 -93.60689 42.03597
## 683       2009       WD          Normal     118900 -93.60781 42.03572
## 684       2009       WD          Normal     138000 -93.60597 42.03571
## 685       2009       WD          Normal     132500 -93.60679 42.03721
## 686       2009       WD          Normal     133500 -93.60994 42.03475
## 687       2009       COD        Abnorml     135000 -93.61061 42.03486
## 688       2009       WD          Normal     144750 -93.60499 42.03705
## 689       2009       WD          Normal     145000 -93.60405 42.03895
## 690       2009       WD          Normal     127000 -93.60388 42.03826
## 691       2009       WD          Normal     109500 -93.60370 42.03529
## 692       2009       WD          Normal     115000 -93.61797 42.03422
## 693       2009       WD          Normal     110000 -93.61558 42.03327
## 694       2009       WD          Normal     128900 -93.61901 42.03207
## 695       2009       WD          Normal     103500 -93.61950 42.03233
## 696       2009       WD         Abnorml      66500 -93.62026 42.03240
## 697       2009       WD          Normal     130000 -93.61560 42.03220
## 698       2009       WD          Normal     129000 -93.61560 42.03211
## 699       2009       WD          Normal     150000 -93.61954 42.03191
## 700       2009       WD          Normal     107500 -93.61849 42.03131
## 702       2009       COD         Normal     124500 -93.62022 42.03033
## 703       2009       WD          Normal     135000 -93.61764 42.03035
## 704       2009       WD          Normal     103000 -93.61538 42.03028
## 705       2009       WD          Normal      93000 -93.61291 42.03106
## 706       2009       WD          Normal     129500 -93.60887 42.03338
## 707       2009       WD          Normal      93000 -93.60778 42.03358
## 709       2009       WD          Normal      45000 -93.60684 42.03230
## 711       2009       WD          Normal      91300 -93.61047 42.03052
## 712       2009       WD          Normal      99500 -93.60679 42.03020
## 713       2009       New        Partial     113000 -93.61865 42.02967
## 714       2009       WD          Normal      87500 -93.61705 42.02901
## 715       2009       WD          Normal     110000 -93.61787 42.02904
## 717       2009       WD          Normal     265979 -93.61225 42.02931
## 718       2009       WD          Normal     160000 -93.61059 42.02900
## 719       2009       WD          Normal     119000 -93.61308 42.02811
## 720       2009       WD          Normal     168000 -93.61058 42.02810
## 721       2009       WD          Normal      58500 -93.61486 42.02770
## 722       2009       WD          Normal     143000 -93.61004 42.02856
## 724       2009       WD          Normal     124900 -93.60870 42.02706
## 726       2009       WD          Normal     146500 -93.60706 42.02723
## 727       2009       WD         Abnorml      34900 -93.60521 42.02322
## 728       2009       WD         Abnorml      44000 -93.60542 42.02322
## 729       2009       WD          Normal     223500 -93.62894 42.03400
## 730       2009       WD          Normal     149000 -93.62885 42.03356
## 731       2009       WD          Normal     205000 -93.62798 42.03338
## 732       2009       WD          Normal     137000 -93.62597 42.03156
## 734       2009       WD          Normal     128000 -93.62456 42.03341
## 735       2009       WD          Normal     134900 -93.62457 42.03362
## 736       2009       WD          Normal     117000 -93.62251 42.03329
## 737       2009       WD          Normal     132500 -93.62351 42.03335
## 738       2009       WD          Normal      93000 -93.62168 42.03350
## 739       2009       WD          Normal     119000 -93.62244 42.03347
## 740       2009       WD          Normal     100000 -93.62469 42.03140
## 741       2009       WD          Normal     141500 -93.62364 42.03252
## 742       2009       WD          Normal     133000 -93.62364 42.03246
## 744       2009       WD          Normal     105000 -93.62363 42.03129
## 745       2009       WD         Abnorml     115000 -93.62256 42.03238
## 746       2009       WD          Normal     150000 -93.62135 42.03235
## 747       2009       WD          Normal     126500 -93.62136 42.03109
## 748       2009       WD          Normal     214500 -93.62726 42.03006
## 749       2009       WD          Normal     167500 -93.62536 42.02676
## 750       2009       WD          Normal     155000 -93.62153 42.02895
## 751       2009       WD          Normal     155000 -93.62150 42.02785
## 752       2009       WD          Normal     179900 -93.62151 42.02800
## 755       2009       WD          Normal     149000 -93.62830 42.02531
## 756       2009       WD          Normal     103000 -93.62672 42.02309
## 757       2009       WD          Normal     123000 -93.62186 42.02580
## 758       2009       WD          Normal      97500 -93.62171 42.02603
## 759       2009       WD          Normal     135000 -93.62504 42.02425
## 760       2009       COD        Abnorml      70000 -93.62515 42.02414
## 761       2009       WD          Normal     116000 -93.59958 42.02283
## 762       2009       WD          Normal      88750 -93.65921 42.03268
## 763       2009       WD          Alloca     179000 -93.65821 42.02810
## 764       2009       WD          Alloca     179000 -93.65817 42.02810
## 765       2009       WD          Normal     159900 -93.65711 42.02805
## 767       2009       WD          Normal     103600 -93.65724 42.02282
## 769       2009       WD          Normal     175000 -93.66984 42.03338
## 770       2009       WD          Normal     139000 -93.67540 42.03363
## 771       2009       WD          Normal     172500 -93.67229 42.03237
## 772       2009       WD         Abnorml     113500 -93.67338 42.03239
## 773       2009       WD          Normal     130000 -93.67799 42.02986
## 774       2009       WD          Normal     149900 -93.67265 42.03134
## 775       2009       WD          Normal     134900 -93.67185 42.03063
## 776       2009       WD          Normal     137000 -93.67137 42.03114
## 777       2009       WD          Normal     139000 -93.66643 42.03343
## 778       2009       WD          Normal     165000 -93.66636 42.03328
## 779       2009       COD         Normal     148000 -93.66681 42.03230
## 780       2009       WD          Normal     165000 -93.66213 42.03265
## 782       2009       WD          Normal     161500 -93.66088 42.03250
## 783       2009       WD         Partial     143000 -93.66798 42.02655
## 784       2009       WD          Normal     135000 -93.67118 42.02323
## 785       2009       WD          Normal      82500 -93.67216 42.02403
## 786       2009       COD         Normal     190000 -93.66624 42.02847
## 787       2009       WD          Normal     139600 -93.66600 42.02766
## 788       2009       WD          Normal     122000 -93.66599 42.02751
## 789       2009       COD         Normal     127500 -93.66778 42.02448
## 790       2009       WD          Normal     121500 -93.66821 42.02398
## 792       2009       WD          Normal     154400 -93.66527 42.02613
## 793       2009       WD          Normal     113000 -93.66527 42.02600
## 794       2009       WD          Normal     125000 -93.66015 42.02631
## 795       2009       WD          Normal      84000 -93.66337 42.02499
## 796       2009       WD          Normal     139500 -93.66419 42.02469
## 797       2009       WD          Normal     131000 -93.66104 42.02472
## 798       2009       WD          Normal     105000 -93.66101 42.02355
## 800       2009       WD          Normal     162000 -93.68471 42.03418
## 801       2009       WD          Normal     156500 -93.68573 42.03371
## 802       2009       WD          Normal     316600 -93.68599 42.03184
## 803       2009       WD          Normal     271900 -93.68341 42.03254
## 804       2009       WD          Normal     213000 -93.68106 42.03063
## 805       2009       WD          Normal     239900 -93.68202 42.03062
## 806       2009       WD          Normal     239500 -93.68218 42.03068
## 807       2009       WD          Normal     131000 -93.67979 42.03252
## 808       2009       WD          Alloca     118964 -93.67978 42.03162
## 809       2009       WD          Alloca     153337 -93.67914 42.03183
## 810       2009       WD          Alloca     147983 -93.67911 42.03162
## 811       2009       WD          Alloca     118858 -93.67978 42.03155
## 812       2009       WD          Alloca     118858 -93.67953 42.03147
## 813       2009       WD          Alloca     142953 -93.67910 42.03146
## 814       2009       WD          Alloca     148325 -93.67915 42.03128
## 815       2009       WD          Alloca     113722 -93.67978 42.03057
## 816       2009       WD          Normal     269500 -93.67986 42.03053
## 817       2009       WD          Normal     269500 -93.67913 42.03109
## 818       2009       WD          Normal     269500 -93.67918 42.03093
## 819       2009       New        Partial     323262 -93.68707 42.02663
## 820       2009       WD          Normal     297000 -93.68886 42.02648
## 821       2009       WD          Normal     295493 -93.68899 42.02641
## 822       2009       WD          Normal     332000 -93.68909 42.02637
## 823       2009       WD          Normal     239900 -93.69027 42.02571
## 824       2009       WD          Normal     212000 -93.69097 42.02529
## 825       2009       WD          Normal     272500 -93.69036 42.02558
## 826       2009       WD          Normal     239000 -93.68907 42.02463
## 827       2009       WD         Abnorml     220000 -93.68907 42.02460
## 828       2009       WD          Normal     200000 -93.69143 42.02461
## 829       2009       WD          Normal     221800 -93.69157 42.02477
## 830       2009       WD          Normal     194500 -93.69011 42.02433
## 831       2009       WD          Normal     237000 -93.68907 42.02440
## 832       2009       WD          Normal     173000 -93.68908 42.02322
## 833       2009       WD          Normal     275000 -93.68512 42.02977
## 834       2009       WD          Normal     233500 -93.67930 42.02792
## 835       2009       WD         Abnorml     185000 -93.68256 42.02555
## 836       2009       WD          Normal     152000 -93.69188 42.02117
## 837       2009       WD          Normal     143000 -93.69213 42.02118
## 838       2009       WD          Normal     231500 -93.68837 42.02121
## 840       2009       WD          Normal     207000 -93.69136 42.01978
## 841       2009       WD          Normal     145000 -93.69159 42.01900
## 842       2009       WD          Normal     138000 -93.69287 42.01972
## 843       2009       WD          Normal     197900 -93.69055 42.01860
## 844       2009       WD          Normal     204000 -93.69032 42.01757
## 845       2009       WD          Normal     192000 -93.69167 42.01690
## 846       2009       WD          Normal     200000 -93.68838 42.01867
## 847       2009       WD          Normal     195000 -93.68943 42.01686
## 848       2009       WD          Normal     227000 -93.69118 42.01640
## 849       2009       WD          Normal     230000 -93.68944 42.01571
## 850       2009       WD          Normal     187100 -93.68994 42.01655
## 851       2009       WD          Normal     203000 -93.69167 42.01613
## 852       2009       WD          Family     201000 -93.68863 42.01571
## 853       2009       WD          Normal     124000 -93.68692 42.02138
## 854       2009       WD          Normal     140000 -93.68721 42.02009
## 855       2009       WD          Normal     134900 -93.68722 42.01918
## 856       2009       WD          Normal     150500 -93.68507 42.01970
## 857       2009       WD          Normal     136500 -93.68489 42.01955
## 858       2009       WD          Normal     143500 -93.68495 42.01969
## 859       2009       WD          Normal     133500 -93.68316 42.02067
## 860       2009       WD          Normal     123000 -93.68316 42.02099
## 861       2009       WD          Normal     133900 -93.68317 42.02179
## 862       2009       WD          Normal     133000 -93.68351 42.02084
## 863       2009       WD          Normal     250000 -93.68782 42.01711
## 864       2009       WD          Normal     254750 -93.68622 42.01872
## 865       2009       WD          Normal     236500 -93.68269 42.01885
## 866       2009       WD          Normal     261500 -93.68262 42.01877
## 867       2009       WD          Normal     313000 -93.68298 42.01870
## 868       2009       WD          Normal     198500 -93.68674 42.01697
## 869       2009       WD          Normal     211000 -93.68567 42.01698
## 870       2009       WD          Normal     220000 -93.67915 42.01815
## 871       2009       WD          Normal     203000 -93.68071 42.01888
## 872       2009       WD          Normal     279500 -93.68111 42.01887
## 873       2009       WD          Normal     210000 -93.68134 42.01801
## 874       2009       WD          Normal     219500 -93.68141 42.01786
## 875       2009       WD          Normal     191000 -93.68078 42.01786
## 876       2009       WD          Normal     178000 -93.68218 42.01682
## 877       2009       WD          Normal     213000 -93.68167 42.01680
## 878       2009       WD          Normal     144000 -93.68130 42.01627
## 879       2009       WD          Normal     140000 -93.68144 42.01627
## 880       2009       WD          Normal     293200 -93.68412 42.01647
## 881       2009       WD          Normal     190000 -93.68533 42.01396
## 882       2009       WD          Normal     190000 -93.68605 42.01405
## 883       2009       WD          Normal     173500 -93.68454 42.01351
## 884       2009       WD          Normal     170000 -93.68430 42.01339
## 885       2009       WD          Normal     108000 -93.67831 42.02012
## 886       2009       WD          Normal     167000 -93.67741 42.02125
## 887       2009       WD          Normal     100000 -93.67637 42.02122
## 888       2009     ConLD         Normal     198500 -93.67223 42.01899
## 889       2009       WD          Normal     159500 -93.67552 42.01865
## 890       2009       WD          Normal     127000 -93.67397 42.01967
## 891       2009       WD         Abnorml     125000 -93.67525 42.01893
## 892       2009       WD          Normal     320000 -93.67661 42.01703
## 894       2009       WD          Normal     118000 -93.66478 42.02248
## 895       2009       WD          Normal      85000 -93.66631 42.01942
## 896       2009       WD          Normal     120000 -93.66469 42.02032
## 898       2009       WD          Normal      99900 -93.65919 42.02150
## 900       2009       WD          Normal     119900 -93.66440 42.01822
## 901       2009       WD          Normal     103500 -93.66434 42.01938
## 902       2009       COD        Abnorml     112000 -93.66330 42.01859
## 904       2009       WD          Normal     122000 -93.65666 42.02209
## 905       2009       WD          Normal     117000 -93.65567 42.02209
## 906       2009       WD         Abnorml     160000 -93.65183 42.02012
## 907       2009       WD         Abnorml     159434 -93.65203 42.01971
## 908       2009       WD          Normal      60000 -93.65179 42.01756
## 909       2009       WD          Normal     139500 -93.64857 42.01692
## 911       2009       WD          Normal     105000 -93.64656 42.01909
## 912       2009       WD          Normal     135000 -93.64841 42.01893
## 913       2009       WD          Normal     147500 -93.64665 42.01789
## 914       2009       WD          Normal     137450 -93.64843 42.01783
## 915       2009       WD          Normal     155000 -93.64594 42.01893
## 917       2009       WD          Normal     145000 -93.64842 42.01684
## 918       2009       WD          Normal     137000 -93.64470 42.01696
## 919       2009       WD          Normal     234000 -93.64464 42.01607
## 920       2009       WD          Normal     205000 -93.64281 42.01913
## 921       2009       WD          Normal     177500 -93.63970 42.01918
## 922       2009       WD          Normal     160000 -93.64237 42.01871
## 923       2009       WD          Normal     155000 -93.64012 42.01758
## 924       2009       WD          Normal     163500 -93.64059 42.01757
## 925       2009       WD          Normal     154900 -93.64429 42.01668
## 926       2009       WD          Normal     205000 -93.64400 42.01585
## 927       2009       WD          Family     144800 -93.63943 42.01615
## 928       2009       WD          Normal     174500 -93.64294 42.01469
## 929       2009       WD          Normal     193000 -93.64289 42.01317
## 931       2009       WD          Family     158500 -93.64136 42.01375
## 932       2009       WD          Normal     224000 -93.63941 42.01250
## 933       2009       WD          Normal     115000 -93.64574 42.00949
## 934       2009       WD          Normal     137000 -93.64574 42.00949
## 935       2009       WD          Normal     121000 -93.64574 42.00949
## 936       2009       WD          Normal     124000 -93.64574 42.00949
## 937       2009       WD          Normal     208000 -93.64486 42.01064
## 938       2009       WD          Normal     315000 -93.64354 42.01141
## 939       2009       WD          Normal     222000 -93.64395 42.00913
## 940       2009       WD          Normal     147000 -93.62529 42.02272
## 941       2009       WD          Normal     123000 -93.62684 42.02143
## 942       2009       WD          Normal      78000 -93.62530 42.02160
## 945       2009       New        Partial     230000 -93.61657 42.00868
## 947       2009       WD          Normal     251000 -93.60694 41.99689
## 948       2009       WD         Abnorml     239686 -93.60725 41.99667
## 949       2009       WD          Normal     240000 -93.60706 41.99712
## 950       2009       WD          Normal     215000 -93.60372 41.99539
## 951       2009       WD          Normal     156450 -93.60472 41.99707
## 952       2009       WD          Normal     173000 -93.60449 41.99707
## 953       2009       COD         Normal     126000 -93.60452 41.99692
## 954       2009       WD          Normal     173000 -93.60236 41.99591
## 955       2009       COD        Abnorml     152000 -93.60242 41.99607
## 957       2009       WD          Normal     375000 -93.65212 42.00138
## 958       2009       WD          Normal     315500 -93.65315 41.99503
## 959       2009       New        Partial     224500 -93.65183 41.99506
## 960       2009       WD          Normal     410000 -93.65187 41.99376
## 961       2009       WD          Normal     316500 -93.65304 41.99473
## 962       2009       WD          Normal     201000 -93.65045 41.99470
## 963       2009       WD          Normal     175000 -93.64646 41.99768
## 964       2009       WD          Normal     204000 -93.64488 41.99895
## 965       2009       WD          Normal     213500 -93.64460 41.99817
## 966       2009       WD          Normal     220000 -93.64679 41.99633
## 967       2009       WD         Abnorml     170000 -93.64664 41.99609
## 968       2009       WD          Normal     315000 -93.64682 41.99536
## 969       2009       WD          Normal     425000 -93.65170 41.99296
## 970       2009       WD          Normal     139500 -93.60426 41.99354
## 971       2009       WD          Normal     115000 -93.60836 41.99219
## 972       2009       WD          Normal     162000 -93.60820 41.99313
## 973       2009       WD          Normal     165000 -93.60821 41.99212
## 974       2009       WD          Normal      91000 -93.60425 41.99179
## 975       2009       WD          Normal     130000 -93.60422 41.99292
## 976       2009       WD          Normal      86000 -93.60348 41.99218
## 977       2009       WD          Normal     160000 -93.60064 41.99282
## 978       2009       WD          Normal      80000 -93.60311 41.99217
## 979       2009       WD          Normal      97000 -93.60197 41.99254
## 980       2009       WD          Normal      88000 -93.60176 41.99179
## 981       2009       WD          Normal     131900 -93.60113 41.99137
## 982       2009       WD          Normal     131250 -93.60669 41.98754
## 983       2009       WD          Normal     165500 -93.60493 41.98878
## 984       2009       WD          Normal     112000 -93.60387 41.98822
## 985       2009       WD          Normal     149000 -93.60278 41.98766
## 987       2009       WD          Normal     130000 -93.60693 41.98651
## 988       2009       WD          Normal     196000 -93.59987 41.99149
## 989       2009       WD          Normal     173000 -93.60019 41.99095
## 990       2008       WD          Normal     176500 -93.61883 42.05255
## 991       2008       WD          Normal     237500 -93.61633 42.05145
## 992       2008       WD          Normal     206900 -93.61742 42.04959
## 993       2008       WD          Normal     187500 -93.63906 42.05996
## 994       2008       WD          Normal     165000 -93.63780 42.06123
## 995       2008       WD          Normal     195500 -93.63877 42.06077
## 996       2008       WD          Normal     192000 -93.63878 42.06082
## 997       2008       WD          Normal     173000 -93.63748 42.06037
## 998       2008       WD          Normal     177900 -93.63672 42.06064
## 999       2008       WD          Normal     175000 -93.63695 42.06230
## 1000      2008       WD          Normal     286000 -93.63388 42.06298
## 1001      2008       WD          Normal     247900 -93.63378 42.06137
## 1002      2008       WD          Normal     180000 -93.63390 42.06086
## 1003      2008       WD          Normal     180000 -93.63380 42.06076
## 1004      2008       WD          Normal     181000 -93.63915 42.05941
## 1005      2008       WD          Family     183000 -93.63901 42.05936
## 1006      2008       WD          Normal     188000 -93.63776 42.05941
## 1007      2008       WD          Normal     194500 -93.63680 42.05844
## 1008      2008       WD          Normal     185000 -93.63728 42.05701
## 1009      2008       WD          Normal     189000 -93.63201 42.05952
## 1010      2008       WD          Normal     188500 -93.63158 42.05964
## 1011      2008       WD          Normal     355000 -93.62883 42.06139
## 1012      2008       WD          Normal     325000 -93.62890 42.06056
## 1013      2008       WD          Normal     387000 -93.62791 42.06024
## 1016      2008       WD          Family     133000 -93.62257 42.05867
## 1017      2008       WD          Normal     215000 -93.63915 42.05602
## 1018      2008       WD          Normal     226500 -93.63971 42.05451
## 1019      2008       WD          Normal     175500 -93.63783 42.05456
## 1020      2008       WD          Normal     181900 -93.63781 42.05444
## 1021      2008       WD          Normal     235000 -93.63651 42.05536
## 1022      2008       WD          Normal     220000 -93.63650 42.05450
## 1023      2008       WD          Normal     272000 -93.63511 42.05445
## 1024      2008       WD          Normal     161000 -93.63030 42.05421
## 1025      2008       WD         Abnorml     175000 -93.63317 42.05543
## 1026      2008       WD          Normal     185000 -93.63515 42.05254
## 1027      2008       WD          Normal     146900 -93.63711 42.05033
## 1029      2008       COD        Abnorml     180000 -93.63390 42.05068
## 1030      2008       WD          Normal     159900 -93.63522 42.04945
## 1031      2008       WD          Normal     205000 -93.63418 42.04986
## 1032      2008       WD          Normal     157000 -93.63113 42.04961
## 1033      2008       WD          Normal     306000 -93.63023 42.05107
## 1034      2008       WD          Normal     133000 -93.62654 42.05631
## 1035      2008       WD          Normal     151000 -93.62788 42.05539
## 1036      2008       COD         Normal     111900 -93.62651 42.05530
## 1037      2008       WD          Normal     123000 -93.63021 42.05433
## 1038      2008       COD         Normal     111250 -93.62426 42.05643
## 1039      2008       COD        Abnorml     181000 -93.62487 42.05469
## 1040      2008       WD          Normal     103400 -93.62897 42.05279
## 1041      2008       WD          Normal     100000 -93.62763 42.05275
## 1042      2008       WD          Normal     100500 -93.62711 42.05148
## 1043      2008       WD          Normal     106000 -93.62946 42.05233
## 1044      2008       COD        Abnorml      85400 -93.62765 42.05168
## 1045      2008       WD          Normal      89500 -93.62731 42.05169
## 1046      2008       WD          Normal     111750 -93.62942 42.05166
## 1047      2008       COD        Abnorml     140000 -93.62723 42.05000
## 1048      2008       WD          Normal     143000 -93.62599 42.05068
## 1049      2008       WD          Normal     148500 -93.62585 42.05026
## 1050      2008       WD          Normal     110000 -93.62649 42.04845
## 1051      2008       New        Partial     394617 -93.65887 42.06205
## 1052      2008       New        Partial     426000 -93.65731 42.06327
## 1054      2008       New        Partial     446261 -93.65274 42.06292
## 1055      2008       New        Partial     317500 -93.65464 42.06226
## 1056      2008       New        Partial     372402 -93.65666 42.06241
## 1057      2008       WD          Normal     417500 -93.65783 42.06243
## 1058      2008       WD          Normal     383000 -93.65789 42.06113
## 1059      2008       WD         Abnorml     390000 -93.65719 42.06027
## 1060      2008       WD          Normal     460000 -93.65680 42.06043
## 1061      2008       WD          Normal     379000 -93.65369 42.06077
## 1062      2008       WD          Normal     250000 -93.65473 42.06043
## 1063      2008       WD          Normal     316000 -93.65444 42.05990
## 1065      2008       WD          Normal     412500 -93.65572 42.05868
## 1066      2008       WD          Normal     284000 -93.65255 42.05857
## 1067      2008       WD          Normal     284000 -93.65122 42.05865
## 1068      2008       WD          Normal     421250 -93.65559 42.05703
## 1069      2008       WD          Normal     370000 -93.65491 42.05869
## 1070      2008       New        Partial     336860 -93.65419 42.05716
## 1071      2008       New        Partial     367294 -93.65137 42.05796
## 1072      2008       WD          Normal     192000 -93.64974 42.05820
## 1073      2008       WD          Normal     274000 -93.65387 42.05677
## 1074      2008       WD          Normal     266000 -93.65277 42.05702
## 1075      2008       New        Partial     370967 -93.65184 42.05745
## 1076      2008       WD          Normal     234250 -93.65116 42.05718
## 1077      2008       WD          Normal     219500 -93.65142 42.05712
## 1078      2008       WD          Normal     155000 -93.65000 42.05747
## 1079      2008       WD          Normal     154000 -93.65061 42.05709
## 1080      2008       WD          Normal     207000 -93.65089 42.05662
## 1081      2008       WD          Normal     195000 -93.64018 42.06334
## 1082      2008       WD          Normal     219990 -93.64096 42.06230
## 1083      2008       WD          Normal     191000 -93.64244 42.06229
## 1084      2008       WD          Normal     159895 -93.64304 42.06200
## 1085      2008       New        Partial     187687 -93.64233 42.06330
## 1086      2008       WD          Normal     179000 -93.64264 42.06132
## 1087      2008       WD          Normal     193000 -93.64352 42.05964
## 1088      2008       WD          Normal     190000 -93.64396 42.06154
## 1089      2008       WD          Normal     176000 -93.64177 42.06098
## 1090      2008       WD          Normal     188000 -93.64142 42.06132
## 1091      2008       WD          Normal     213000 -93.64005 42.06131
## 1092      2008       New        Partial     217300 -93.64959 42.05838
## 1093      2008       WD          Normal     186500 -93.64133 42.05799
## 1094      2008       WD          Normal     226750 -93.64240 42.05859
## 1095      2008       WD          Normal     184000 -93.64427 42.06001
## 1096      2008       WD          Normal     176000 -93.64363 42.05951
## 1097      2008       WD          Normal     225000 -93.64134 42.05695
## 1098      2008       WD          Normal     185900 -93.64096 42.05858
## 1099      2008       WD          Normal     284500 -93.65459 42.05388
## 1100      2008       WD          Normal     315000 -93.65412 42.05367
## 1101      2008       WD          Normal     250000 -93.65332 42.05575
## 1102      2008       WD          Normal     291000 -93.65093 42.05578
## 1103      2008       WD          Normal     350000 -93.65156 42.05223
## 1104      2008       WD          Normal     279500 -93.65528 42.05227
## 1105      2008       WD          Normal     290000 -93.65604 42.05038
## 1106      2008       WD          Normal     350000 -93.65393 42.05162
## 1107      2008       WD          Normal     341000 -93.65579 42.04950
## 1109      2008       WD          Normal     271000 -93.65180 42.05069
## 1110      2008       WD          Normal     301500 -93.65100 42.04948
## 1111      2008     ConLD        Partial     235128 -93.64411 42.05424
## 1112      2008       WD          Normal     214000 -93.64414 42.05516
## 1113      2008       WD          Normal     232000 -93.64233 42.05510
## 1114      2008       WD          Normal     240000 -93.64211 42.05441
## 1115      2008       New        Partial     264132 -93.64209 42.05437
## 1116      2008       WD          Normal     245000 -93.64238 42.05431
## 1117      2008       New        Partial     227680 -93.64398 42.05432
## 1118      2008       WD          Normal     257000 -93.64403 42.05552
## 1119      2008       New        Partial     297900 -93.64402 42.05423
## 1120      2008       WD          Normal     247000 -93.64379 42.05318
## 1121      2008       New        Partial     212700 -93.65040 42.05165
## 1122      2008       New        Partial     250580 -93.65036 42.05165
## 1123      2008       New        Partial     182000 -93.64826 42.05031
## 1124      2008       WD          Normal     226700 -93.64384 42.05228
## 1125      2008       WD          Normal     250000 -93.64119 42.05246
## 1126      2008       WD          Normal     250000 -93.64092 42.05228
## 1127      2008       New        Partial     339750 -93.64304 42.05205
## 1128      2008       WD          Normal     205950 -93.64369 42.05138
## 1129      2008       WD          Normal     256000 -93.64165 42.05217
## 1130      2008       New        Partial     230348 -93.64402 42.05122
## 1131      2008       WD          Normal     207500 -93.63966 42.05090
## 1132      2008       WD          Normal     141000 -93.69250 42.03784
## 1133      2008       WD          Normal     188000 -93.69243 42.03527
## 1134      2008       WD          Normal     192500 -93.69169 42.03513
## 1135      2008       WD          Normal     146000 -93.69184 42.03792
## 1136      2008       WD          Normal     159000 -93.69076 42.03781
## 1137      2008       WD          Normal     155000 -93.69036 42.03805
## 1138      2008       WD          Normal     173000 -93.69125 42.03652
## 1139      2008       WD          Normal     170000 -93.69124 42.03726
## 1140      2008       WD          Normal     182000 -93.68977 42.03587
## 1141      2008       WD          Normal     163000 -93.68902 42.03588
## 1142      2008       WD          Normal     193500 -93.68898 42.03588
## 1143      2008       WD          Normal     189000 -93.68980 42.03499
## 1144      2008       WD          Normal     190500 -93.68880 42.03609
## 1145      2008       WD          Normal     175000 -93.68782 42.03453
## 1146      2008       WD          Normal     179200 -93.68783 42.03567
## 1148      2008       WD          Normal     193000 -93.68643 42.03650
## 1149      2008       WD          Normal     153900 -93.68628 42.03647
## 1150      2008       WD          Normal     128000 -93.67409 42.03604
## 1151      2008       WD          Normal     144000 -93.67574 42.03518
## 1152      2008       WD          Normal     135000 -93.67396 42.03461
## 1153      2008       WD          Normal     115000 -93.67100 42.03569
## 1154      2008       COD        Abnorml     119916 -93.67250 42.03570
## 1155      2008       WD          Normal     142000 -93.67055 42.03459
## 1156      2008       WD          Normal     192000 -93.66203 42.03750
## 1157      2008       WD          Normal     140000 -93.66052 42.03453
## 1158      2008       WD          Normal     290000 -93.65348 42.04767
## 1159      2008       WD          Normal     372500 -93.65323 42.04861
## 1160      2008       WD          Normal     196000 -93.64749 42.04747
## 1161      2008       WD          Normal     171900 -93.64606 42.04809
## 1162      2008       WD          Normal     178000 -93.64611 42.04819
## 1163      2008       WD          Normal     165000 -93.64489 42.04781
## 1164      2008       WD         Abnorml     146000 -93.64489 42.04757
## 1165      2008       WD         Abnorml     146000 -93.64489 42.04755
## 1166      2008       WD          Normal     179400 -93.64417 42.04710
## 1167      2008       WD          Normal     172900 -93.64412 42.04710
## 1168      2008       WD          Normal     300000 -93.64698 42.04638
## 1169      2008       WD          Normal     285000 -93.64699 42.04638
## 1170      2008       WD          Normal     290000 -93.64699 42.04637
## 1171      2008       WD          Normal     305000 -93.64705 42.04609
## 1172      2008       CWD        Abnorml     328900 -93.64704 42.04608
## 1173      2008       WD          Normal     160000 -93.64375 42.04696
## 1174      2008       WD          Normal     170000 -93.64373 42.04696
## 1175      2008       WD          Normal     223000 -93.64338 42.04665
## 1176      2008       WD          Normal     170000 -93.64178 42.04717
## 1177      2008     ConLD         Normal     200000 -93.64177 42.04717
## 1178      2008       WD          Normal     345000 -93.64174 42.04717
## 1179      2008       WD          Normal     245500 -93.64766 42.04501
## 1180      2008       WD          Normal     217500 -93.64871 42.04442
## 1182      2008       WD          Normal     162500 -93.64571 42.04469
## 1183      2008       WD          Family     150000 -93.65558 42.03673
## 1185      2008       WD          Normal     205000 -93.63923 42.04873
## 1186      2008       WD          Normal     174000 -93.63510 42.04793
## 1187      2008       WD          Normal     183000 -93.63433 42.04925
## 1188      2008       WD          Family     150000 -93.63498 42.04914
## 1189      2008       COD        Abnorml     145000 -93.63153 42.04876
## 1190      2008       WD          Normal     215000 -93.63178 42.04640
## 1191      2008     ConLD         Normal     140500 -93.63245 42.04294
## 1192      2008       WD          Normal     240000 -93.63125 42.04378
## 1193      2008       WD          Normal     141000 -93.62644 42.04585
## 1194      2008       WD          Normal     147000 -93.62614 42.04710
## 1195      2008       WD          Normal     135000 -93.62476 42.04658
## 1196      2008       WD          Normal     145000 -93.62462 42.04754
## 1197      2008       WD          Normal     142600 -93.62463 42.04818
## 1198      2008       WD          Normal     135000 -93.63042 42.04536
## 1199      2008       WD          Normal     170000 -93.62908 42.04426
## 1200      2008       WD          Normal     299800 -93.63015 42.04406
## 1201      2008       WD          Normal     185000 -93.63073 42.04485
## 1202      2008       WD          Normal     173000 -93.62592 42.04314
## 1203      2008       WD          Normal     178400 -93.62450 42.04384
## 1204      2008       WD          Normal     176000 -93.62580 42.04410
## 1205      2008       WD          Normal      98000 -93.62134 42.04240
## 1206      2008       WD          Normal     109008 -93.62267 42.04477
## 1207      2008       WD          Normal     135750 -93.62266 42.04477
## 1208      2008       WD          Normal     155000 -93.62926 42.04123
## 1209      2008       WD          Normal     180500 -93.62955 42.04066
## 1210      2008       WD          Normal     174900 -93.62774 42.03923
## 1211      2008       WD          Normal     140000 -93.62988 42.04011
## 1212      2008       WD          Normal     145000 -93.62771 42.04178
## 1213      2008       WD          Normal     179900 -93.62680 42.04178
## 1215      2008       COD        Abnorml     140000 -93.62676 42.03832
## 1216      2008       WD          Normal     145500 -93.62327 42.04102
## 1217      2008       WD          Normal     142000 -93.62192 42.04187
## 1218      2008       WD          Normal     141000 -93.62157 42.04117
## 1219      2008       WD          Normal     153000 -93.62208 42.04030
## 1223      2008       WD          Normal      87000 -93.62824 42.03574
## 1224      2008       WD          Normal     141500 -93.62851 42.03806
## 1225      2008       WD         Abnorml     119000 -93.62264 42.03618
## 1226      2008       WD          Normal     141500 -93.62264 42.03610
## 1227      2008       WD          Normal     165500 -93.62356 42.03713
## 1228      2008       WD          Normal     112900 -93.62049 42.03468
## 1229      2008       WD          Normal     201800 -93.61670 42.04895
## 1230      2008       COD         Normal     163000 -93.61655 42.04778
## 1231      2008       WD          Normal     139950 -93.61786 42.04709
## 1232      2008       COD        Abnorml     174000 -93.61699 42.04708
## 1233      2008       WD          Normal     165000 -93.61568 42.04693
## 1234      2008       WD          Normal     227000 -93.61561 42.04657
## 1235      2008       WD          Normal     135000 -93.61718 42.04237
## 1236      2008       COD         Normal     124000 -93.61933 42.04230
## 1237      2008       WD          Normal     140000 -93.61902 42.04474
## 1238      2008       WD          Normal     136500 -93.61863 42.04399
## 1239      2008       WD          Normal     185000 -93.61754 42.04479
## 1240      2008       WD          Normal     163000 -93.61754 42.04485
## 1241      2008       WD          Normal     166800 -93.61322 42.04430
## 1242      2008       WD          Normal     139000 -93.61486 42.04219
## 1243      2008       WD          Normal     166000 -93.61308 42.04382
## 1244      2008       WD          Normal     136000 -93.61239 42.04202
## 1245      2008       WD          Normal     133000 -93.61338 42.04230
## 1246      2008       WD          Normal     116000 -93.61724 42.04048
## 1247      2008       WD          Normal     137500 -93.61708 42.04030
## 1248      2008       WD          Normal     130000 -93.61709 42.04039
## 1249      2008       WD          Normal     180000 -93.61940 42.04044
## 1250      2008       COD        Abnorml     139000 -93.61562 42.03953
## 1251      2008       WD         Abnorml     110000 -93.61707 42.03852
## 1253      2008       COD        Abnorml     118500 -93.61652 42.03720
## 1254      2008       WD          Normal     146000 -93.61846 42.03471
## 1255      2008       WD          Normal      89900 -93.61548 42.03730
## 1256      2008       WD          Normal     114000 -93.61548 42.03746
## 1257      2008       WD          Normal     140000 -93.61076 42.03589
## 1258      2008       WD          Normal      86900 -93.61227 42.03572
## 1259      2008       WD          Normal     139000 -93.61226 42.03594
## 1260      2008       WD          Normal     106250 -93.61225 42.03522
## 1261      2008       WD          Normal     171000 -93.60742 42.04002
## 1262      2008       WD          Normal     139000 -93.61066 42.04014
## 1264      2008       WD          Normal     157000 -93.60566 42.03869
## 1265      2008       WD          Normal     148000 -93.60717 42.03999
## 1266      2008       WD          Normal     242000 -93.60411 42.03957
## 1267      2008       WD          Normal     116000 -93.60822 42.03807
## 1268      2008       WD         Abnorml      94000 -93.60796 42.03713
## 1269      2008       WD          Normal      98300 -93.60891 42.03710
## 1270      2008       WD          Normal     127000 -93.60688 42.03581
## 1271      2008       WD          Normal     159000 -93.60597 42.03716
## 1272      2008       WD          Normal     125900 -93.60597 42.03701
## 1273      2008       WD          Normal     155000 -93.60679 42.03729
## 1274      2008       WD          Normal     138000 -93.61060 42.03481
## 1275      2008       WD          Normal     112500 -93.60795 42.03456
## 1276      2008       WD          Normal     105500 -93.60876 42.03479
## 1277      2008       WD          Normal     127500 -93.60890 42.03469
## 1278      2008       WD         Abnorml     130000 -93.60711 42.03473
## 1279      2008       WD          Normal     150000 -93.60780 42.03464
## 1280      2008       WD          Normal     109500 -93.60780 42.03480
## 1281      2008       WD          Normal     140000 -93.60499 42.03697
## 1282      2008       WD          Normal     167900 -93.60484 42.03702
## 1283      2008       COD         Normal     136870 -93.60370 42.03572
## 1284      2008       WD         Abnorml     143000 -93.61957 42.03422
## 1286      2008       WD          Normal     157500 -93.61558 42.03338
## 1287      2008       WD          Normal     122600 -93.62005 42.03261
## 1288      2008       WD          Normal     111000 -93.61648 42.03306
## 1289      2008       WD          Normal     256000 -93.61560 42.03239
## 1290      2008       WD          Normal      64000 -93.61699 42.03242
## 1291      2008       WD          Normal     139500 -93.61711 42.03136
## 1292      2008       WD          Normal     118000 -93.61894 42.03043
## 1293      2008       WD          Normal     200000 -93.61958 42.03041
## 1294      2008       WD          Normal     119164 -93.61985 42.03042
## 1295      2008       WD          Normal     122250 -93.62022 42.03048
## 1296      2008       WD          Normal     120000 -93.61397 42.03216
## 1298      2008       WD          Normal      78000 -93.61503 42.03041
## 1299      2008       WD          Normal      95000 -93.61129 42.03036
## 1300      2008       WD         Partial     115000 -93.60887 42.03343
## 1301      2008       WD          Normal     147000 -93.60887 42.03357
## 1302      2008       WD          Normal     140000 -93.60777 42.03325
## 1303      2008       WD         Abnorml      46500 -93.60676 42.03201
## 1304      2008       WD          Normal     112500 -93.60771 42.03209
## 1305      2008       WD          Normal     107900 -93.60772 42.03238
## 1309      2008       WD          Normal     153900 -93.62018 42.02906
## 1310      2008       WD          Normal     132000 -93.62018 42.02928
## 1311      2008       COD        Abnorml      98000 -93.61830 42.02925
## 1312      2008       WD          Normal     114000 -93.61830 42.02928
## 1315      2008       WD          Normal     129400 -93.61700 42.02707
## 1316      2008       WD          Normal     161000 -93.61700 42.02703
## 1317      2008       WD          Normal     163000 -93.61224 42.02908
## 1318      2008       WD          Normal     128000 -93.61384 42.02813
## 1320      2008       WD          Normal     116900 -93.60965 42.02878
## 1323      2008       WD          Normal     184000 -93.60755 42.02740
## 1324      2008       WD          Normal     110000 -93.60597 42.02725
## 1325      2008       WD          Normal     131500 -93.60620 42.02774
## 1326      2008       WD          Normal      97000 -93.60449 42.02669
## 1327      2008       WD          Normal     115500 -93.60435 42.02727
## 1328      2008       WD          Normal     138000 -93.62881 42.03361
## 1331      2008       WD          Normal     153000 -93.62593 42.03047
## 1332      2008       WD          Normal     109500 -93.62471 42.03346
## 1333      2008       WD          Normal     124000 -93.62558 42.03357
## 1334      2008       WD          Normal     106900 -93.62559 42.03370
## 1335      2008       WD          Normal     164900 -93.62367 42.03337
## 1336      2008       WD          Normal     119000 -93.62457 42.03351
## 1337      2008       WD          Normal     120000 -93.62351 42.03332
## 1338      2008       WD          Normal     157000 -93.62153 42.03347
##  [ reached 'max' / getOption("max.print") -- omitted 1469 rows ]

CART

RMSPE <- c()
n=10 # Because of time constraint, I am reducing the size to 10
# Complexity Parameter (cp)
cpgrid <- seq(from = 0.01, to = 0.05, by = 0.01)

for (i in 1:n) {
  set.seed(i*3)
  Indd <- sample(nrow(df), nrow(df) * 0.9)
  Strain <- df[Indd,]
  Stest <- df[-Indd,]
  
  #yhat <- matrix(0, nrow(test))
  for (s in 1:length(cpgrid)) {
    cat("We are in Loop ", i, " and grid ", s, "\n")
    for (j in 1:100) {
    set.seed(j*20)
      Inddd <- unique(sample(nrow(Strain), nrow(Strain), replace = TRUE))
      TrAin <- Strain[Inddd,]
      Vali <- Strain[-Inddd,]
      
    Model11 <- rpart(TrAin$Sale_Price ~ ., data = TrAin, method = "anova")
    yhat <- predict(Model11, Stest)
  }
  anyNA(Stest)
  yhatB <- mean(yhat) 
  RMSPE[i] <- sqrt(mean((Stest$Sale_Price - yhatB)^2))
  }
}

## We are in Loop  1  and grid  1 
## We are in Loop  1  and grid  2 
## We are in Loop  1  and grid  3 
## We are in Loop  1  and grid  4 
## We are in Loop  1  and grid  5 
## We are in Loop  2  and grid  1 
## We are in Loop  2  and grid  2 
## We are in Loop  2  and grid  3 
## We are in Loop  2  and grid  4 
## We are in Loop  2  and grid  5 
## We are in Loop  3  and grid  1 
## We are in Loop  3  and grid  2 
## We are in Loop  3  and grid  3 
## We are in Loop  3  and grid  4 
## We are in Loop  3  and grid  5 
## We are in Loop  4  and grid  1 
## We are in Loop  4  and grid  2 
## We are in Loop  4  and grid  3 
## We are in Loop  4  and grid  4 
## We are in Loop  4  and grid  5 
## We are in Loop  5  and grid  1 
## We are in Loop  5  and grid  2 
## We are in Loop  5  and grid  3 
## We are in Loop  5  and grid  4 
## We are in Loop  5  and grid  5 
## We are in Loop  6  and grid  1 
## We are in Loop  6  and grid  2 
## We are in Loop  6  and grid  3 
## We are in Loop  6  and grid  4 
## We are in Loop  6  and grid  5 
## We are in Loop  7  and grid  1 
## We are in Loop  7  and grid  2 
## We are in Loop  7  and grid  3 
## We are in Loop  7  and grid  4 
## We are in Loop  7  and grid  5 
## We are in Loop  8  and grid  1 
## We are in Loop  8  and grid  2 
## We are in Loop  8  and grid  3 
## We are in Loop  8  and grid  4 
## We are in Loop  8  and grid  5 
## We are in Loop  9  and grid  1 
## We are in Loop  9  and grid  2 
## We are in Loop  9  and grid  3 
## We are in Loop  9  and grid  4 
## We are in Loop  9  and grid  5 
## We are in Loop  10  and grid  1 
## We are in Loop  10  and grid  2 
## We are in Loop  10  and grid  3 
## We are in Loop  10  and grid  4 
## We are in Loop  10  and grid  5

plot(RMSPE)

mean(RMSPE)

## [1] 78374.38

sqrt(var(RMSPE)*n/(n-1))

## [1] 6067.228

# BAGGING
n=10
B=10
RMSPE_B <- c()

for (i in 1:n) {
  set.seed(i*3)
  indB <- sample(nrow(df), nrow(df), replace = TRUE)
  trainB <- df[indB, ]
  testB <- df[-indB, ]
  
  yhat <- matrix(0, nrow(testB), B)
  
  for (j in 1:B) {
    set.seed(j*10)
    indBB <- sample(nrow(trainB), nrow(trainB), replace = TRUE)
    trBB <- trainB[indBB, ]
    
    model <- rpart(Sale_Price ~ ., data = trBB, method = "anova")
    yhat[ ,j] <- predict(model, testB)
  }
  yhatB <- apply(yhat, 1, mean) 
  RMSPE_B[i] <- sqrt(mean((testB$Sale_Price - yhatB)^2))
}
mean(RMSPE_B)

## [1] 33157.25

sqrt(var(RMSPE_B)*n/(n-1))

## [1] 2178.145

baggedY <- cbind(testB$Sale_Price, yhatB, yhat)
plot(baggedY)

#LPM
RMSPE_R<-c()
indlpmR <- sample(nrow(df), nrow(df) * 0.9)
modtrlpmR <- df[indlpmR,]
testlpmR <- df[-indlpmR,]
sapply(df, function(x) length(unique(x)))

##        MS_SubClass          MS_Zoning       Lot_Frontage           Lot_Area 
##                 14                  5                125               1829 
##             Street              Alley          Lot_Shape       Land_Contour 
##                  2                  3                  4                  4 
##          Utilities         Lot_Config         Land_Slope       Neighborhood 
##                  1                  5                  3                 25 
##        Condition_1        Condition_2          Bldg_Type        House_Style 
##                  7                  2                  5                  7 
##       Overall_Qual       Overall_Cond         Year_Built     Year_Remod_Add 
##                  9                  7                114                 61 
##         Roof_Style          Roof_Matl       Exterior_1st       Exterior_2nd 
##                  5                  2                 10                 12 
##       Mas_Vnr_Type       Mas_Vnr_Area         Exter_Qual         Exter_Cond 
##                  4                436                  4                  4 
##         Foundation          Bsmt_Qual          Bsmt_Cond      Bsmt_Exposure 
##                  5                  5                  4                  5 
##     BsmtFin_Type_1       BsmtFin_SF_1     BsmtFin_Type_2       BsmtFin_SF_2 
##                  7                  7                  7                249 
##        Bsmt_Unf_SF      Total_Bsmt_SF            Heating         Heating_QC 
##               1105               1010                  2                  4 
##        Central_Air         Electrical       First_Flr_SF      Second_Flr_SF 
##                  2                  3               1032                597 
##    Low_Qual_Fin_SF        Gr_Liv_Area     Bsmt_Full_Bath     Bsmt_Half_Bath 
##                 20               1215                  4                  3 
##          Full_Bath          Half_Bath      Bedroom_AbvGr      Kitchen_AbvGr 
##                  5                  3                  7                  4 
##       Kitchen_Qual      TotRms_AbvGrd         Functional         Fireplaces 
##                  4                 11                  5                  4 
##       Fireplace_Qu        Garage_Type      Garage_Finish        Garage_Cars 
##                  6                  7                  4                  6 
##        Garage_Area        Garage_Qual        Garage_Cond        Paved_Drive 
##                580                  4                  4                  3 
##       Wood_Deck_SF      Open_Porch_SF     Enclosed_Porch Three_season_porch 
##                363                241                167                 25 
##       Screen_Porch          Pool_Area            Pool_QC              Fence 
##                112                  1                  1                  5 
##       Misc_Feature           Misc_Val            Mo_Sold          Year_Sold 
##                  2                 28                 12                  5 
##          Sale_Type     Sale_Condition         Sale_Price          Longitude 
##                  5                  6                975               2566 
##           Latitude 
##               2554

lm_varsR <- names(which(sapply(df, function(x) length(unique(x))) > 1))
lm_modelR <- lm(Sale_Price ~ ., data = modtrlpmR[, lm_varsR])

for (i in 1:5){
  set.seed(i*3)
  indlpmR <- sample(nrow(df), nrow(df) * 0.9)
  modtrlpmR <- df[indlpmR,]
  testlpmR <- df[-indlpmR,]
  #yhatR <- matrix(0, nrow(testlpmR), 100)
  
  for(j in 1:5){
    
    ind2lpmR <- unique(sample(nrow(modtrlpmR), nrow(modtrlpmR), replace = TRUE))
      trlpmR <- modtrlpmR[ind2lpmR,]
      vallpmR <- modtrlpmR[-ind2lpmR,]
      
    set.seed(j*10)
    
    pred_lmR <- predict(lm_modelR, newdata = trlpmR, type = "response")
    
    pred_lm_binaryR <- ifelse(pred_lmR >= 0.5, 1, 0)
    
    dt_modelR <- rpart(Sale_Price ~ ., data = modtrlpmR, method = "class")
    yhatR <- predict(dt_modelR, testlpmR)
  }
  yhatR <- apply(yhatR, 1, mean) 
  RMSPE_R[i] <- sqrt(mean((testlpmR$Sale_Price - yhatR)^2))
  RMSPE_R[i]
}

## Warning in predict.lm(lm_modelR, newdata = trlpmR, type = "response"):
## prediction from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_modelR, newdata = trlpmR, type = "response"):
## prediction from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_modelR, newdata = trlpmR, type = "response"):
## prediction from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_modelR, newdata = trlpmR, type = "response"):
## prediction from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_modelR, newdata = trlpmR, type = "response"):
## prediction from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_modelR, newdata = trlpmR, type = "response"):
## prediction from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_modelR, newdata = trlpmR, type = "response"):
## prediction from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_modelR, newdata = trlpmR, type = "response"):
## prediction from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_modelR, newdata = trlpmR, type = "response"):
## prediction from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_modelR, newdata = trlpmR, type = "response"):
## prediction from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_modelR, newdata = trlpmR, type = "response"):
## prediction from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_modelR, newdata = trlpmR, type = "response"):
## prediction from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_modelR, newdata = trlpmR, type = "response"):
## prediction from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_modelR, newdata = trlpmR, type = "response"):
## prediction from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_modelR, newdata = trlpmR, type = "response"):
## prediction from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_modelR, newdata = trlpmR, type = "response"):
## prediction from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_modelR, newdata = trlpmR, type = "response"):
## prediction from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_modelR, newdata = trlpmR, type = "response"):
## prediction from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_modelR, newdata = trlpmR, type = "response"):
## prediction from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_modelR, newdata = trlpmR, type = "response"):
## prediction from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_modelR, newdata = trlpmR, type = "response"):
## prediction from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_modelR, newdata = trlpmR, type = "response"):
## prediction from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_modelR, newdata = trlpmR, type = "response"):
## prediction from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_modelR, newdata = trlpmR, type = "response"):
## prediction from a rank-deficient fit may be misleading

## Warning in predict.lm(lm_modelR, newdata = trlpmR, type = "response"):
## prediction from a rank-deficient fit may be misleading

mean(RMSPE_R)

## [1] 197045.9

plot(RMSPE_R, col = "green")